diff --git a/Cargo.lock b/Cargo.lock
index 28ceb02d..dc50aeb9 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -159,23 +159,23 @@ dependencies = [
 
 [[package]]
 name = "arrow"
-version = "50.0.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "aa285343fba4d829d49985bdc541e3789cf6000ed0e84be7c039438df4a4e78c"
+checksum = "219d05930b81663fd3b32e3bde8ce5bff3c4d23052a99f11a8fa50a3b47b2658"
 dependencies = [
- "arrow-arith 50.0.0",
- "arrow-array 50.0.0",
- "arrow-buffer 50.0.0",
- "arrow-cast 50.0.0",
+ "arrow-arith 51.0.0",
+ "arrow-array 51.0.0",
+ "arrow-buffer 51.0.0",
+ "arrow-cast 51.0.0",
  "arrow-csv",
- "arrow-data 50.0.0",
+ "arrow-data 51.0.0",
  "arrow-ipc",
  "arrow-json",
- "arrow-ord 50.0.0",
- "arrow-row 50.0.0",
- "arrow-schema 50.0.0",
- "arrow-select 50.0.0",
- "arrow-string 50.0.0",
+ "arrow-ord 51.0.0",
+ "arrow-row 51.0.0",
+ "arrow-schema 51.0.0",
+ "arrow-select 51.0.0",
+ "arrow-string 51.0.0",
 ]
 
 [[package]]
@@ -195,14 +195,14 @@ dependencies = [
 
 [[package]]
 name = "arrow-arith"
-version = "50.0.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "753abd0a5290c1bcade7c6623a556f7d1659c5f4148b140b5b63ce7bd1a45705"
+checksum = "0272150200c07a86a390be651abdd320a2d12e84535f0837566ca87ecd8f95e0"
 dependencies = [
- "arrow-array 50.0.0",
- "arrow-buffer 50.0.0",
- "arrow-data 50.0.0",
- "arrow-schema 50.0.0",
+ "arrow-array 51.0.0",
+ "arrow-buffer 51.0.0",
+ "arrow-data 51.0.0",
+ "arrow-schema 51.0.0",
  "chrono",
  "half",
  "num",
@@ -226,14 +226,14 @@ dependencies = [
 
 [[package]]
 name = "arrow-array"
-version = "50.0.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d390feeb7f21b78ec997a4081a025baef1e2e0d6069e181939b61864c9779609"
+checksum = "8010572cf8c745e242d1b632bd97bd6d4f40fefed5ed1290a8f433abaa686fea"
 dependencies = [
  "ahash 0.8.8",
- "arrow-buffer 50.0.0",
- "arrow-data 50.0.0",
- "arrow-schema 50.0.0",
+ "arrow-buffer 51.0.0",
+ "arrow-data 51.0.0",
+ "arrow-schema 51.0.0",
  "chrono",
  "half",
  "hashbrown 0.14.3",
@@ -253,9 +253,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-buffer"
-version = "50.0.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "69615b061701bcdffbc62756bc7e85c827d5290b472b580c972ebbbf690f5aa4"
+checksum = "0d0a2432f0cba5692bf4cb757469c66791394bac9ec7ce63c1afe74744c37b27"
 dependencies = [
  "bytes",
  "half",
@@ -283,34 +283,36 @@ dependencies = [
 
 [[package]]
 name = "arrow-cast"
-version = "50.0.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e448e5dd2f4113bf5b74a1f26531708f5edcacc77335b7066f9398f4bcf4cdef"
+checksum = "9abc10cd7995e83505cc290df9384d6e5412b207b79ce6bdff89a10505ed2cba"
 dependencies = [
- "arrow-array 50.0.0",
- "arrow-buffer 50.0.0",
- "arrow-data 50.0.0",
- "arrow-schema 50.0.0",
- "arrow-select 50.0.0",
- "base64 0.21.7",
+ "arrow-array 51.0.0",
+ "arrow-buffer 51.0.0",
+ "arrow-data 51.0.0",
+ "arrow-schema 51.0.0",
+ "arrow-select 51.0.0",
+ "atoi",
+ "base64 0.22.0",
  "chrono",
  "comfy-table",
  "half",
  "lexical-core",
  "num",
+ "ryu",
 ]
 
 [[package]]
 name = "arrow-csv"
-version = "50.0.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "46af72211f0712612f5b18325530b9ad1bfbdc87290d5fbfd32a7da128983781"
+checksum = "95cbcba196b862270bf2a5edb75927380a7f3a163622c61d40cbba416a6305f2"
 dependencies = [
- "arrow-array 50.0.0",
- "arrow-buffer 50.0.0",
- "arrow-cast 50.0.0",
- "arrow-data 50.0.0",
- "arrow-schema 50.0.0",
+ "arrow-array 51.0.0",
+ "arrow-buffer 51.0.0",
+ "arrow-cast 51.0.0",
+ "arrow-data 51.0.0",
+ "arrow-schema 51.0.0",
  "chrono",
  "csv",
  "csv-core",
@@ -333,41 +335,41 @@ dependencies = [
 
 [[package]]
 name = "arrow-data"
-version = "50.0.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "67d644b91a162f3ad3135ce1184d0a31c28b816a581e08f29e8e9277a574c64e"
+checksum = "2742ac1f6650696ab08c88f6dd3f0eb68ce10f8c253958a18c943a68cd04aec5"
 dependencies = [
- "arrow-buffer 50.0.0",
- "arrow-schema 50.0.0",
+ "arrow-buffer 51.0.0",
+ "arrow-schema 51.0.0",
  "half",
  "num",
 ]
 
 [[package]]
 name = "arrow-ipc"
-version = "50.0.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "03dea5e79b48de6c2e04f03f62b0afea7105be7b77d134f6c5414868feefb80d"
+checksum = "a42ea853130f7e78b9b9d178cb4cd01dee0f78e64d96c2949dc0a915d6d9e19d"
 dependencies = [
- "arrow-array 50.0.0",
- "arrow-buffer 50.0.0",
- "arrow-cast 50.0.0",
- "arrow-data 50.0.0",
- "arrow-schema 50.0.0",
+ "arrow-array 51.0.0",
+ "arrow-buffer 51.0.0",
+ "arrow-cast 51.0.0",
+ "arrow-data 51.0.0",
+ "arrow-schema 51.0.0",
  "flatbuffers",
 ]
 
 [[package]]
 name = "arrow-json"
-version = "50.0.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8950719280397a47d37ac01492e3506a8a724b3fb81001900b866637a829ee0f"
+checksum = "eaafb5714d4e59feae964714d724f880511500e3569cc2a94d02456b403a2a49"
 dependencies = [
- "arrow-array 50.0.0",
- "arrow-buffer 50.0.0",
- "arrow-cast 50.0.0",
- "arrow-data 50.0.0",
- "arrow-schema 50.0.0",
+ "arrow-array 51.0.0",
+ "arrow-buffer 51.0.0",
+ "arrow-cast 51.0.0",
+ "arrow-data 51.0.0",
+ "arrow-schema 51.0.0",
  "chrono",
  "half",
  "indexmap",
@@ -394,15 +396,15 @@ dependencies = [
 
 [[package]]
 name = "arrow-ord"
-version = "50.0.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1ed9630979034077982d8e74a942b7ac228f33dd93a93b615b4d02ad60c260be"
+checksum = "e3e6b61e3dc468f503181dccc2fc705bdcc5f2f146755fa5b56d0a6c5943f412"
 dependencies = [
- "arrow-array 50.0.0",
- "arrow-buffer 50.0.0",
- "arrow-data 50.0.0",
- "arrow-schema 50.0.0",
- "arrow-select 50.0.0",
+ "arrow-array 51.0.0",
+ "arrow-buffer 51.0.0",
+ "arrow-data 51.0.0",
+ "arrow-schema 51.0.0",
+ "arrow-select 51.0.0",
  "half",
  "num",
 ]
@@ -424,15 +426,15 @@ dependencies = [
 
 [[package]]
 name = "arrow-row"
-version = "50.0.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "007035e17ae09c4e8993e4cb8b5b96edf0afb927cd38e2dff27189b274d83dcf"
+checksum = "848ee52bb92eb459b811fb471175ea3afcf620157674c8794f539838920f9228"
 dependencies = [
  "ahash 0.8.8",
- "arrow-array 50.0.0",
- "arrow-buffer 50.0.0",
- "arrow-data 50.0.0",
- "arrow-schema 50.0.0",
+ "arrow-array 51.0.0",
+ "arrow-buffer 51.0.0",
+ "arrow-data 51.0.0",
+ "arrow-schema 51.0.0",
  "half",
  "hashbrown 0.14.3",
 ]
@@ -448,9 +450,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-schema"
-version = "50.0.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0ff3e9c01f7cd169379d269f926892d0e622a704960350d09d331be3ec9e0029"
+checksum = "02d9483aaabe910c4781153ae1b6ae0393f72d9ef757d38d09d450070cf2e528"
 
 [[package]]
 name = "arrow-select"
@@ -468,15 +470,15 @@ dependencies = [
 
 [[package]]
 name = "arrow-select"
-version = "50.0.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1ce20973c1912de6514348e064829e50947e35977bb9d7fb637dc99ea9ffd78c"
+checksum = "849524fa70e0e3c5ab58394c770cb8f514d0122d20de08475f7b472ed8075830"
 dependencies = [
  "ahash 0.8.8",
- "arrow-array 50.0.0",
- "arrow-buffer 50.0.0",
- "arrow-data 50.0.0",
- "arrow-schema 50.0.0",
+ "arrow-array 51.0.0",
+ "arrow-buffer 51.0.0",
+ "arrow-data 51.0.0",
+ "arrow-schema 51.0.0",
  "num",
 ]
 
@@ -498,15 +500,16 @@ dependencies = [
 
 [[package]]
 name = "arrow-string"
-version = "50.0.0"
+version = "51.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "00f3b37f2aeece31a2636d1b037dabb69ef590e03bdc7eb68519b51ec86932a7"
+checksum = "9373cb5a021aee58863498c37eb484998ef13377f69989c6c5ccfbd258236cdb"
 dependencies = [
- "arrow-array 50.0.0",
- "arrow-buffer 50.0.0",
- "arrow-data 50.0.0",
- "arrow-schema 50.0.0",
- "arrow-select 50.0.0",
+ "arrow-array 51.0.0",
+ "arrow-buffer 51.0.0",
+ "arrow-data 51.0.0",
+ "arrow-schema 51.0.0",
+ "arrow-select 51.0.0",
+ "memchr",
  "num",
  "regex",
  "regex-syntax",
@@ -820,8 +823,10 @@ checksum = "5bc015644b92d5890fab7489e49d21f879d5c990186827d42ec511919404f38b"
 dependencies = [
  "android-tzdata",
  "iana-time-zone",
+ "js-sys",
  "num-traits",
  "serde",
+ "wasm-bindgen",
  "windows-targets 0.52.0",
 ]
 
@@ -1084,7 +1089,7 @@ checksum = "7e962a19be5cfc3f3bf6dd8f61eb50107f356ad6270fbb3ed41476571db78be5"
 
 [[package]]
 name = "dbt-converter"
-version = "0.0.108"
+version = "0.0.111"
 dependencies = [
  "quary_proto",
  "regex",
@@ -1520,9 +1525,9 @@ checksum = "4271d37baee1b8c7e4b708028c57d816cf9d2434acb33a549475f78c181f6253"
 
 [[package]]
 name = "google-cloud-auth"
-version = "0.13.0"
+version = "0.14.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "af1087f1fbd2dd3f58c17c7574ddd99cd61cbbbc2c4dc81114b8687209b196cb"
+checksum = "fe54dd8b6eb2bcd5390998238bcc39d1daed4dbb70df2845832532540384fc41"
 dependencies = [
  "async-trait",
  "base64 0.21.7",
@@ -1531,7 +1536,7 @@ dependencies = [
  "hex",
  "hmac",
  "home",
- "jsonwebtoken",
+ "jsonwebtoken 9.3.0",
  "path-clean",
  "percent-encoding",
  "reqwest",
@@ -1903,13 +1908,28 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "6971da4d9c3aa03c3d8f3ff0f4155b534aad021292003895a469716b2a230378"
 dependencies = [
  "base64 0.21.7",
- "pem",
+ "pem 1.1.1",
  "ring 0.16.20",
  "serde",
  "serde_json",
  "simple_asn1",
 ]
 
+[[package]]
+name = "jsonwebtoken"
+version = "9.3.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b9ae10193d25051e74945f1ea2d0b42e03cc3b890f7e4cc5faa44997d808193f"
+dependencies = [
+ "base64 0.21.7",
+ "js-sys",
+ "pem 3.0.4",
+ "ring 0.17.8",
+ "serde",
+ "serde_json",
+ "simple_asn1",
+]
+
 [[package]]
 name = "lazy_static"
 version = "1.4.0"
@@ -2460,6 +2480,16 @@ dependencies = [
  "base64 0.13.1",
 ]
 
+[[package]]
+name = "pem"
+version = "3.0.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "8e459365e590736a54c3fa561947c84837534b8e9af6fc5bf781307e82658fae"
+dependencies = [
+ "base64 0.22.0",
+ "serde",
+]
+
 [[package]]
 name = "pem-rfc7468"
 version = "0.7.0"
@@ -2895,12 +2925,13 @@ dependencies = [
 
 [[package]]
 name = "quary"
-version = "0.0.108"
+version = "0.0.111"
 dependencies = [
- "arrow-array 50.0.0",
+ "arrow-array 51.0.0",
  "assert_cmd",
  "async-trait",
  "base64 0.22.0",
+ "chrono",
  "clap",
  "dbt-converter",
  "dotenv",
@@ -2926,9 +2957,10 @@ dependencies = [
 
 [[package]]
 name = "quary-core"
-version = "0.0.108"
+version = "0.0.111"
 dependencies = [
  "async-trait",
+ "chrono",
  "csv",
  "data-encoding",
  "futures",
@@ -2952,11 +2984,12 @@ dependencies = [
 
 [[package]]
 name = "quary-databases"
-version = "0.0.108"
+version = "0.0.111"
 dependencies = [
- "arrow-array 50.0.0",
+ "arrow-array 51.0.0",
  "assert_cmd",
  "async-trait",
+ "chrono",
  "duckdb",
  "gcp-bigquery-client",
  "google-cloud-auth",
@@ -3758,7 +3791,7 @@ name = "snowflake-api"
 version = "0.7.0"
 dependencies = [
  "anyhow",
- "arrow 50.0.0",
+ "arrow 51.0.0",
  "async-trait",
  "base64 0.22.0",
  "bytes",
@@ -3789,7 +3822,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "13a6dfdd7c433e0f4bb96d777c88d900c5abe3dc4d2f26d2340fd6c7caadcc6c"
 dependencies = [
  "base64 0.21.7",
- "jsonwebtoken",
+ "jsonwebtoken 8.3.0",
  "rsa",
  "serde",
  "sha2",
@@ -3845,16 +3878,16 @@ dependencies = [
 
 [[package]]
 name = "sqlinference"
-version = "0.0.108"
+version = "0.0.111"
 dependencies = [
  "sqlparser",
 ]
 
 [[package]]
 name = "sqlparser"
-version = "0.44.0"
+version = "0.45.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "aaf9c7ff146298ffda83a200f8d5084f08dcee1edfc135fcc1d646a45d50ffd6"
+checksum = "f7bbffee862a796d67959a89859d6b1046bb5016d63e23835ad0da182777bbe0"
 dependencies = [
  "log",
 ]
@@ -3882,6 +3915,7 @@ dependencies = [
  "atoi",
  "byteorder",
  "bytes",
+ "chrono",
  "crc",
  "crossbeam-queue",
  "dotenvy",
@@ -3966,6 +4000,7 @@ dependencies = [
  "bitflags 2.4.2",
  "byteorder",
  "bytes",
+ "chrono",
  "crc",
  "digest",
  "dotenvy",
@@ -4007,6 +4042,7 @@ dependencies = [
  "base64 0.21.7",
  "bitflags 2.4.2",
  "byteorder",
+ "chrono",
  "crc",
  "dotenvy",
  "etcetera",
@@ -4043,6 +4079,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "210976b7d948c7ba9fced8ca835b11cbb2d677c59c79de41ac0d397e14547490"
 dependencies = [
  "atoi",
+ "chrono",
  "flume",
  "futures-channel",
  "futures-core",
diff --git a/proto/gen/es/quary/service/v1/project_file_pb.ts b/proto/gen/es/quary/service/v1/project_file_pb.ts
index 8f08f4bb..9e26c9ff 100644
--- a/proto/gen/es/quary/service/v1/project_file_pb.ts
+++ b/proto/gen/es/quary/service/v1/project_file_pb.ts
@@ -65,6 +65,9 @@ export class ProjectFile_Model extends Message<ProjectFile_Model> {
   name = "";
 
   /**
+   * Tags are used to group different parts of the project together. For example, you could tag all models that are
+   * related to a specific department with the same tag.
+   *
    * @generated from field: repeated string tags = 6;
    */
   tags: string[] = [];
@@ -133,6 +136,19 @@ export class ProjectFile_Snapshot extends Message<ProjectFile_Snapshot> {
    */
   name = "";
 
+  /**
+   * Tags are used to group different parts of the project together. For example, you could tag all models that are
+   * related to a specific department with the same tag.
+   *
+   * @generated from field: repeated string tags = 4;
+   */
+  tags: string[] = [];
+
+  /**
+   * @generated from field: optional string description = 5;
+   */
+  description?: string;
+
   /**
    * @generated from field: string unique_key = 2;
    */
@@ -152,6 +168,8 @@ export class ProjectFile_Snapshot extends Message<ProjectFile_Snapshot> {
   static readonly typeName = "quary.service.v1.ProjectFile.Snapshot";
   static readonly fields: FieldList = proto3.util.newFieldList(() => [
     { no: 1, name: "name", kind: "scalar", T: 9 /* ScalarType.STRING */ },
+    { no: 4, name: "tags", kind: "scalar", T: 9 /* ScalarType.STRING */, repeated: true },
+    { no: 5, name: "description", kind: "scalar", T: 9 /* ScalarType.STRING */, opt: true },
     { no: 2, name: "unique_key", kind: "scalar", T: 9 /* ScalarType.STRING */ },
     { no: 3, name: "strategy", kind: "message", T: ProjectFile_SnapshotStrategy },
   ]);
@@ -263,6 +281,9 @@ export class ProjectFileSource extends Message<ProjectFileSource> {
   name = "";
 
   /**
+   * Tags are used to group different parts of the project together. For example, you could tag all sources that are
+   * related to a specific department with the same tag.
+   *
    * @generated from field: repeated string tags = 6;
    */
   tags: string[] = [];
diff --git a/proto/gen/es/quary/service/v1/types_pb.ts b/proto/gen/es/quary/service/v1/types_pb.ts
index 7775edbe..a3c8b3ab 100644
--- a/proto/gen/es/quary/service/v1/types_pb.ts
+++ b/proto/gen/es/quary/service/v1/types_pb.ts
@@ -762,6 +762,8 @@ export class Model extends Message<Model> {
   description?: string;
 
   /**
+   * Tags are used to group different parts of the project together.
+   *
    * @generated from field: repeated string tags = 4;
    */
   tags: string[] = [];
@@ -881,6 +883,18 @@ export class Snapshot extends Message<Snapshot> {
    */
   name = "";
 
+  /**
+   * @generated from field: optional string description = 2;
+   */
+  description?: string;
+
+  /**
+   * Tags are used to group different parts of the project together.
+   *
+   * @generated from field: repeated string tags = 8;
+   */
+  tags: string[] = [];
+
   /**
    * @generated from field: string file_path = 3;
    */
@@ -918,6 +932,8 @@ export class Snapshot extends Message<Snapshot> {
   static readonly typeName = "quary.service.v1.Snapshot";
   static readonly fields: FieldList = proto3.util.newFieldList(() => [
     { no: 1, name: "name", kind: "scalar", T: 9 /* ScalarType.STRING */ },
+    { no: 2, name: "description", kind: "scalar", T: 9 /* ScalarType.STRING */, opt: true },
+    { no: 8, name: "tags", kind: "scalar", T: 9 /* ScalarType.STRING */, repeated: true },
     { no: 3, name: "file_path", kind: "scalar", T: 9 /* ScalarType.STRING */ },
     { no: 4, name: "file_sha256_hash", kind: "scalar", T: 9 /* ScalarType.STRING */ },
     { no: 5, name: "unique_key", kind: "scalar", T: 9 /* ScalarType.STRING */ },
@@ -1093,6 +1109,8 @@ export class Source extends Message<Source> {
   path = "";
 
   /**
+   * Tags are used to group different parts of the project together.
+   *
    * @generated from field: repeated string tags = 6;
    */
   tags: string[] = [];
diff --git a/proto/gen/json_schema/ListSourcesResponse.json b/proto/gen/json_schema/ListSourcesResponse.json
index e0fa1bb6..5cb3d18f 100644
--- a/proto/gen/json_schema/ListSourcesResponse.json
+++ b/proto/gen/json_schema/ListSourcesResponse.json
@@ -76,7 +76,8 @@
                     "items": {
                         "type": "string"
                     },
-                    "type": "array"
+                    "type": "array",
+                    "description": "Tags are used to group different parts of the project together. For example, you could tag all sources that are related to a specific department with the same tag."
                 },
                 "description": {
                     "type": "string"
diff --git a/proto/gen/json_schema/Model.json b/proto/gen/json_schema/Model.json
index 59656429..de90270f 100644
--- a/proto/gen/json_schema/Model.json
+++ b/proto/gen/json_schema/Model.json
@@ -14,7 +14,8 @@
                     "items": {
                         "type": "string"
                     },
-                    "type": "array"
+                    "type": "array",
+                    "description": "Tags are used to group different parts of the project together."
                 },
                 "file_path": {
                     "type": "string"
diff --git a/proto/gen/json_schema/Project.json b/proto/gen/json_schema/Project.json
index bb81a605..cca4a520 100644
--- a/proto/gen/json_schema/Project.json
+++ b/proto/gen/json_schema/Project.json
@@ -215,7 +215,8 @@
                     "items": {
                         "type": "string"
                     },
-                    "type": "array"
+                    "type": "array",
+                    "description": "Tags are used to group different parts of the project together."
                 },
                 "file_path": {
                     "type": "string"
@@ -307,7 +308,8 @@
                     "items": {
                         "type": "string"
                     },
-                    "type": "array"
+                    "type": "array",
+                    "description": "Tags are used to group different parts of the project together. For example, you could tag all models that are related to a specific department with the same tag."
                 },
                 "description": {
                     "type": "string"
@@ -338,6 +340,16 @@
                 "name": {
                     "type": "string"
                 },
+                "tags": {
+                    "items": {
+                        "type": "string"
+                    },
+                    "type": "array",
+                    "description": "Tags are used to group different parts of the project together. For example, you could tag all models that are related to a specific department with the same tag."
+                },
+                "description": {
+                    "type": "string"
+                },
                 "unique_key": {
                     "type": "string"
                 },
@@ -400,7 +412,8 @@
                     "items": {
                         "type": "string"
                     },
-                    "type": "array"
+                    "type": "array",
+                    "description": "Tags are used to group different parts of the project together. For example, you could tag all sources that are related to a specific department with the same tag."
                 },
                 "description": {
                     "type": "string"
@@ -447,6 +460,16 @@
                 "name": {
                     "type": "string"
                 },
+                "description": {
+                    "type": "string"
+                },
+                "tags": {
+                    "items": {
+                        "type": "string"
+                    },
+                    "type": "array",
+                    "description": "Tags are used to group different parts of the project together."
+                },
                 "file_path": {
                     "type": "string"
                 },
@@ -508,7 +531,8 @@
                     "items": {
                         "type": "string"
                     },
-                    "type": "array"
+                    "type": "array",
+                    "description": "Tags are used to group different parts of the project together."
                 },
                 "file_path": {
                     "type": "string",
diff --git a/proto/gen/json_schema/ProjectFile.json b/proto/gen/json_schema/ProjectFile.json
index 7cd5ebbc..10955cb4 100644
--- a/proto/gen/json_schema/ProjectFile.json
+++ b/proto/gen/json_schema/ProjectFile.json
@@ -68,7 +68,8 @@
                     "items": {
                         "type": "string"
                     },
-                    "type": "array"
+                    "type": "array",
+                    "description": "Tags are used to group different parts of the project together. For example, you could tag all models that are related to a specific department with the same tag."
                 },
                 "description": {
                     "type": "string"
@@ -99,6 +100,16 @@
                 "name": {
                     "type": "string"
                 },
+                "tags": {
+                    "items": {
+                        "type": "string"
+                    },
+                    "type": "array",
+                    "description": "Tags are used to group different parts of the project together. For example, you could tag all models that are related to a specific department with the same tag."
+                },
+                "description": {
+                    "type": "string"
+                },
                 "unique_key": {
                     "type": "string"
                 },
@@ -161,7 +172,8 @@
                     "items": {
                         "type": "string"
                     },
-                    "type": "array"
+                    "type": "array",
+                    "description": "Tags are used to group different parts of the project together. For example, you could tag all sources that are related to a specific department with the same tag."
                 },
                 "description": {
                     "type": "string"
diff --git a/proto/gen/json_schema/ProjectFileSource.json b/proto/gen/json_schema/ProjectFileSource.json
index b3512a2a..1f5cb66d 100644
--- a/proto/gen/json_schema/ProjectFileSource.json
+++ b/proto/gen/json_schema/ProjectFileSource.json
@@ -11,7 +11,8 @@
                     "items": {
                         "type": "string"
                     },
-                    "type": "array"
+                    "type": "array",
+                    "description": "Tags are used to group different parts of the project together. For example, you could tag all sources that are related to a specific department with the same tag."
                 },
                 "description": {
                     "type": "string"
diff --git a/proto/gen/json_schema/Snapshot.json b/proto/gen/json_schema/Snapshot.json
index 298419b5..749bf3fc 100644
--- a/proto/gen/json_schema/Snapshot.json
+++ b/proto/gen/json_schema/Snapshot.json
@@ -7,6 +7,16 @@
                 "name": {
                     "type": "string"
                 },
+                "description": {
+                    "type": "string"
+                },
+                "tags": {
+                    "items": {
+                        "type": "string"
+                    },
+                    "type": "array",
+                    "description": "Tags are used to group different parts of the project together."
+                },
                 "file_path": {
                     "type": "string"
                 },
diff --git a/proto/gen/json_schema/Source.json b/proto/gen/json_schema/Source.json
index 6be721e4..38c45e22 100644
--- a/proto/gen/json_schema/Source.json
+++ b/proto/gen/json_schema/Source.json
@@ -17,7 +17,8 @@
                     "items": {
                         "type": "string"
                     },
-                    "type": "array"
+                    "type": "array",
+                    "description": "Tags are used to group different parts of the project together."
                 },
                 "file_path": {
                     "type": "string",
diff --git a/proto/gen/rust/src/lib.rs b/proto/gen/rust/src/lib.rs
index d9f5687a..4febd5ac 100644
--- a/proto/gen/rust/src/lib.rs
+++ b/proto/gen/rust/src/lib.rs
@@ -16,6 +16,8 @@ pub mod project_file {
     pub struct Model {
         #[prost(string, tag = "1")]
         pub name: ::prost::alloc::string::String,
+        /// Tags are used to group different parts of the project together. For example, you could tag all models that are
+        /// related to a specific department with the same tag.
         #[prost(string, repeated, tag = "6")]
         pub tags: ::prost::alloc::vec::Vec<::prost::alloc::string::String>,
         #[prost(string, optional, tag = "2")]
@@ -33,6 +35,12 @@ pub mod project_file {
     pub struct Snapshot {
         #[prost(string, tag = "1")]
         pub name: ::prost::alloc::string::String,
+        /// Tags are used to group different parts of the project together. For example, you could tag all models that are
+        /// related to a specific department with the same tag.
+        #[prost(string, repeated, tag = "4")]
+        pub tags: ::prost::alloc::vec::Vec<::prost::alloc::string::String>,
+        #[prost(string, optional, tag = "5")]
+        pub description: ::core::option::Option<::prost::alloc::string::String>,
         #[prost(string, tag = "2")]
         pub unique_key: ::prost::alloc::string::String,
         #[prost(message, optional, tag = "3")]
@@ -65,6 +73,8 @@ pub mod project_file {
 pub struct ProjectFileSource {
     #[prost(string, tag = "1")]
     pub name: ::prost::alloc::string::String,
+    /// Tags are used to group different parts of the project together. For example, you could tag all sources that are
+    /// related to a specific department with the same tag.
     #[prost(string, repeated, tag = "6")]
     pub tags: ::prost::alloc::vec::Vec<::prost::alloc::string::String>,
     #[prost(string, optional, tag = "2")]
@@ -509,6 +519,7 @@ pub struct Model {
     pub name: ::prost::alloc::string::String,
     #[prost(string, optional, tag = "2")]
     pub description: ::core::option::Option<::prost::alloc::string::String>,
+    /// Tags are used to group different parts of the project together.
     #[prost(string, repeated, tag = "4")]
     pub tags: ::prost::alloc::vec::Vec<::prost::alloc::string::String>,
     #[prost(string, tag = "3")]
@@ -540,6 +551,11 @@ pub mod model {
 pub struct Snapshot {
     #[prost(string, tag = "1")]
     pub name: ::prost::alloc::string::String,
+    #[prost(string, optional, tag = "2")]
+    pub description: ::core::option::Option<::prost::alloc::string::String>,
+    /// Tags are used to group different parts of the project together.
+    #[prost(string, repeated, tag = "8")]
+    pub tags: ::prost::alloc::vec::Vec<::prost::alloc::string::String>,
     #[prost(string, tag = "3")]
     pub file_path: ::prost::alloc::string::String,
     #[prost(string, tag = "4")]
@@ -597,6 +613,7 @@ pub struct Source {
     pub description: ::core::option::Option<::prost::alloc::string::String>,
     #[prost(string, tag = "3")]
     pub path: ::prost::alloc::string::String,
+    /// Tags are used to group different parts of the project together.
     #[prost(string, repeated, tag = "6")]
     pub tags: ::prost::alloc::vec::Vec<::prost::alloc::string::String>,
     /// TODO Replace File path references with whole file references
@@ -926,10 +943,10 @@ impl TestRunner {
 }
 /// Encoded file descriptor set for the `quary.service.v1` package
 pub const FILE_DESCRIPTOR_SET: &[u8] = &[
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+    0x0a, 0xf9, 0x25, 0x0a, 0x23, 0x71, 0x75, 0x61, 0x72, 0x79, 0x2f, 0x73, 0x65, 0x72, 0x76, 0x69,
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+    0x73, 0x65, 0x72, 0x76, 0x69, 0x63, 0x65, 0x2e, 0x76, 0x31, 0x22, 0xee, 0x06, 0x0a, 0x0b, 0x50,
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@@ -960,750 +977,337 @@ pub const FILE_DESCRIPTOR_SET: &[u8] = &[
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@@ -1907,7 +1974,8 @@ pub const FILE_DESCRIPTOR_SET: &[u8] = &[
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@@ -1933,7 +2001,7 @@ pub const FILE_DESCRIPTOR_SET: &[u8] = &[
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@@ -2168,7 +2236,7 @@ pub const FILE_DESCRIPTOR_SET: &[u8] = &[
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+    0x01, 0x20, 0x54, 0x45, 0x53, 0x54, 0x5f, 0x52, 0x55, 0x4e, 0x4e, 0x45, 0x52, 0x5f, 0x4e, 0x4f,
+    0x4e, 0x45, 0x20, 0x69, 0x73, 0x20, 0x61, 0x20, 0x72, 0x75, 0x6e, 0x6e, 0x65, 0x72, 0x20, 0x74,
+    0x68, 0x61, 0x74, 0x20, 0x77, 0x69, 0x6c, 0x6c, 0x20, 0x72, 0x75, 0x6e, 0x20, 0x73, 0x6b, 0x69,
+    0x70, 0x20, 0x74, 0x65, 0x73, 0x74, 0x73, 0x20, 0x69, 0x6e, 0x20, 0x74, 0x68, 0x65, 0x20, 0x74,
+    0x65, 0x73, 0x74, 0x20, 0x73, 0x75, 0x69, 0x74, 0x65, 0x20, 0x74, 0x68, 0x61, 0x74, 0x20, 0x63,
+    0x61, 0x6e, 0x20, 0x62, 0x65, 0x20, 0x69, 0x6e, 0x66, 0x65, 0x72, 0x72, 0x65, 0x64, 0x20, 0x66,
+    0x72, 0x6f, 0x6d, 0x20, 0x6f, 0x74, 0x68, 0x65, 0x72, 0x20, 0x74, 0x65, 0x73, 0x74, 0x73, 0x20,
+    0x69, 0x6e, 0x20, 0x74, 0x68, 0x65, 0x20, 0x74, 0x65, 0x73, 0x74, 0x20, 0x73, 0x75, 0x69, 0x74,
+    0x65, 0x2e, 0x0a, 0x0a, 0x0c, 0x0a, 0x05, 0x05, 0x00, 0x02, 0x02, 0x01, 0x12, 0x03, 0x0b, 0x02,
+    0x12, 0x0a, 0x0c, 0x0a, 0x05, 0x05, 0x00, 0x02, 0x02, 0x02, 0x12, 0x03, 0x0b, 0x15, 0x16, 0x62,
+    0x06, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x33,
 ];
 include!("quary.service.v1.serde.rs");
 // @@protoc_insertion_point(module)
diff --git a/proto/gen/rust/src/quary.service.v1.serde.rs b/proto/gen/rust/src/quary.service.v1.serde.rs
index af1fdfe1..37474a65 100644
--- a/proto/gen/rust/src/quary.service.v1.serde.rs
+++ b/proto/gen/rust/src/quary.service.v1.serde.rs
@@ -4286,6 +4286,12 @@ impl serde::Serialize for project_file::Snapshot {
         if !self.name.is_empty() {
             len += 1;
         }
+        if !self.tags.is_empty() {
+            len += 1;
+        }
+        if self.description.is_some() {
+            len += 1;
+        }
         if !self.unique_key.is_empty() {
             len += 1;
         }
@@ -4296,6 +4302,12 @@ impl serde::Serialize for project_file::Snapshot {
         if !self.name.is_empty() {
             struct_ser.serialize_field("name", &self.name)?;
         }
+        if !self.tags.is_empty() {
+            struct_ser.serialize_field("tags", &self.tags)?;
+        }
+        if let Some(v) = self.description.as_ref() {
+            struct_ser.serialize_field("description", v)?;
+        }
         if !self.unique_key.is_empty() {
             struct_ser.serialize_field("uniqueKey", &self.unique_key)?;
         }
@@ -4313,6 +4325,8 @@ impl<'de> serde::Deserialize<'de> for project_file::Snapshot {
     {
         const FIELDS: &[&str] = &[
             "name",
+            "tags",
+            "description",
             "unique_key",
             "uniqueKey",
             "strategy",
@@ -4321,6 +4335,8 @@ impl<'de> serde::Deserialize<'de> for project_file::Snapshot {
         #[allow(clippy::enum_variant_names)]
         enum GeneratedField {
             Name,
+            Tags,
+            Description,
             UniqueKey,
             Strategy,
         }
@@ -4345,6 +4361,8 @@ impl<'de> serde::Deserialize<'de> for project_file::Snapshot {
                     {
                         match value {
                             "name" => Ok(GeneratedField::Name),
+                            "tags" => Ok(GeneratedField::Tags),
+                            "description" => Ok(GeneratedField::Description),
                             "uniqueKey" | "unique_key" => Ok(GeneratedField::UniqueKey),
                             "strategy" => Ok(GeneratedField::Strategy),
                             _ => Err(serde::de::Error::unknown_field(value, FIELDS)),
@@ -4367,6 +4385,8 @@ impl<'de> serde::Deserialize<'de> for project_file::Snapshot {
                     V: serde::de::MapAccess<'de>,
             {
                 let mut name__ = None;
+                let mut tags__ = None;
+                let mut description__ = None;
                 let mut unique_key__ = None;
                 let mut strategy__ = None;
                 while let Some(k) = map_.next_key()? {
@@ -4377,6 +4397,18 @@ impl<'de> serde::Deserialize<'de> for project_file::Snapshot {
                             }
                             name__ = Some(map_.next_value()?);
                         }
+                        GeneratedField::Tags => {
+                            if tags__.is_some() {
+                                return Err(serde::de::Error::duplicate_field("tags"));
+                            }
+                            tags__ = Some(map_.next_value()?);
+                        }
+                        GeneratedField::Description => {
+                            if description__.is_some() {
+                                return Err(serde::de::Error::duplicate_field("description"));
+                            }
+                            description__ = map_.next_value()?;
+                        }
                         GeneratedField::UniqueKey => {
                             if unique_key__.is_some() {
                                 return Err(serde::de::Error::duplicate_field("uniqueKey"));
@@ -4393,6 +4425,8 @@ impl<'de> serde::Deserialize<'de> for project_file::Snapshot {
                 }
                 Ok(project_file::Snapshot {
                     name: name__.unwrap_or_default(),
+                    tags: tags__.unwrap_or_default(),
+                    description: description__,
                     unique_key: unique_key__.unwrap_or_default(),
                     strategy: strategy__,
                 })
@@ -6149,6 +6183,12 @@ impl serde::Serialize for Snapshot {
         if !self.name.is_empty() {
             len += 1;
         }
+        if self.description.is_some() {
+            len += 1;
+        }
+        if !self.tags.is_empty() {
+            len += 1;
+        }
         if !self.file_path.is_empty() {
             len += 1;
         }
@@ -6168,6 +6208,12 @@ impl serde::Serialize for Snapshot {
         if !self.name.is_empty() {
             struct_ser.serialize_field("name", &self.name)?;
         }
+        if let Some(v) = self.description.as_ref() {
+            struct_ser.serialize_field("description", v)?;
+        }
+        if !self.tags.is_empty() {
+            struct_ser.serialize_field("tags", &self.tags)?;
+        }
         if !self.file_path.is_empty() {
             struct_ser.serialize_field("filePath", &self.file_path)?;
         }
@@ -6194,6 +6240,8 @@ impl<'de> serde::Deserialize<'de> for Snapshot {
     {
         const FIELDS: &[&str] = &[
             "name",
+            "description",
+            "tags",
             "file_path",
             "filePath",
             "file_sha256_hash",
@@ -6207,6 +6255,8 @@ impl<'de> serde::Deserialize<'de> for Snapshot {
         #[allow(clippy::enum_variant_names)]
         enum GeneratedField {
             Name,
+            Description,
+            Tags,
             FilePath,
             FileSha256Hash,
             UniqueKey,
@@ -6234,6 +6284,8 @@ impl<'de> serde::Deserialize<'de> for Snapshot {
                     {
                         match value {
                             "name" => Ok(GeneratedField::Name),
+                            "description" => Ok(GeneratedField::Description),
+                            "tags" => Ok(GeneratedField::Tags),
                             "filePath" | "file_path" => Ok(GeneratedField::FilePath),
                             "fileSha256Hash" | "file_sha256_hash" => Ok(GeneratedField::FileSha256Hash),
                             "uniqueKey" | "unique_key" => Ok(GeneratedField::UniqueKey),
@@ -6259,6 +6311,8 @@ impl<'de> serde::Deserialize<'de> for Snapshot {
                     V: serde::de::MapAccess<'de>,
             {
                 let mut name__ = None;
+                let mut description__ = None;
+                let mut tags__ = None;
                 let mut file_path__ = None;
                 let mut file_sha256_hash__ = None;
                 let mut unique_key__ = None;
@@ -6272,6 +6326,18 @@ impl<'de> serde::Deserialize<'de> for Snapshot {
                             }
                             name__ = Some(map_.next_value()?);
                         }
+                        GeneratedField::Description => {
+                            if description__.is_some() {
+                                return Err(serde::de::Error::duplicate_field("description"));
+                            }
+                            description__ = map_.next_value()?;
+                        }
+                        GeneratedField::Tags => {
+                            if tags__.is_some() {
+                                return Err(serde::de::Error::duplicate_field("tags"));
+                            }
+                            tags__ = Some(map_.next_value()?);
+                        }
                         GeneratedField::FilePath => {
                             if file_path__.is_some() {
                                 return Err(serde::de::Error::duplicate_field("filePath"));
@@ -6306,6 +6372,8 @@ impl<'de> serde::Deserialize<'de> for Snapshot {
                 }
                 Ok(Snapshot {
                     name: name__.unwrap_or_default(),
+                    description: description__,
+                    tags: tags__.unwrap_or_default(),
                     file_path: file_path__.unwrap_or_default(),
                     file_sha256_hash: file_sha256_hash__.unwrap_or_default(),
                     unique_key: unique_key__.unwrap_or_default(),
diff --git a/proto/gen/ts/quary/service/v1/project_file.ts b/proto/gen/ts/quary/service/v1/project_file.ts
index 72e629d1..f132a49e 100644
--- a/proto/gen/ts/quary/service/v1/project_file.ts
+++ b/proto/gen/ts/quary/service/v1/project_file.ts
@@ -11,6 +11,10 @@ export interface ProjectFile {
 
 export interface ProjectFile_Model {
   name: string;
+  /**
+   * Tags are used to group different parts of the project together. For example, you could tag all models that are
+   * related to a specific department with the same tag.
+   */
   tags: string[];
   description?:
     | string
@@ -23,6 +27,12 @@ export interface ProjectFile_Model {
 
 export interface ProjectFile_Snapshot {
   name: string;
+  /**
+   * Tags are used to group different parts of the project together. For example, you could tag all models that are
+   * related to a specific department with the same tag.
+   */
+  tags: string[];
+  description?: string | undefined;
   uniqueKey: string;
   strategy: ProjectFile_SnapshotStrategy | undefined;
 }
@@ -37,6 +47,10 @@ export interface ProjectFile_TimestampStrategy {
 
 export interface ProjectFileSource {
   name: string;
+  /**
+   * Tags are used to group different parts of the project together. For example, you could tag all sources that are
+   * related to a specific department with the same tag.
+   */
   tags: string[];
   description?:
     | string
@@ -309,7 +323,7 @@ export const ProjectFile_Model = {
 };
 
 function createBaseProjectFile_Snapshot(): ProjectFile_Snapshot {
-  return { name: "", uniqueKey: "", strategy: undefined };
+  return { name: "", tags: [], description: undefined, uniqueKey: "", strategy: undefined };
 }
 
 export const ProjectFile_Snapshot = {
@@ -317,6 +331,12 @@ export const ProjectFile_Snapshot = {
     if (message.name !== "") {
       writer.uint32(10).string(message.name);
     }
+    for (const v of message.tags) {
+      writer.uint32(34).string(v!);
+    }
+    if (message.description !== undefined) {
+      writer.uint32(42).string(message.description);
+    }
     if (message.uniqueKey !== "") {
       writer.uint32(18).string(message.uniqueKey);
     }
@@ -340,6 +360,20 @@ export const ProjectFile_Snapshot = {
 
           message.name = reader.string();
           continue;
+        case 4:
+          if (tag !== 34) {
+            break;
+          }
+
+          message.tags.push(reader.string());
+          continue;
+        case 5:
+          if (tag !== 42) {
+            break;
+          }
+
+          message.description = reader.string();
+          continue;
         case 2:
           if (tag !== 18) {
             break;
@@ -366,6 +400,8 @@ export const ProjectFile_Snapshot = {
   fromJSON(object: any): ProjectFile_Snapshot {
     return {
       name: isSet(object.name) ? gt.String(object.name) : "",
+      tags: gt.Array.isArray(object?.tags) ? object.tags.map((e: any) => gt.String(e)) : [],
+      description: isSet(object.description) ? gt.String(object.description) : undefined,
       uniqueKey: isSet(object.uniqueKey) ? gt.String(object.uniqueKey) : "",
       strategy: isSet(object.strategy) ? ProjectFile_SnapshotStrategy.fromJSON(object.strategy) : undefined,
     };
@@ -376,6 +412,12 @@ export const ProjectFile_Snapshot = {
     if (message.name !== "") {
       obj.name = message.name;
     }
+    if (message.tags?.length) {
+      obj.tags = message.tags;
+    }
+    if (message.description !== undefined) {
+      obj.description = message.description;
+    }
     if (message.uniqueKey !== "") {
       obj.uniqueKey = message.uniqueKey;
     }
@@ -391,6 +433,8 @@ export const ProjectFile_Snapshot = {
   fromPartial<I extends Exact<DeepPartial<ProjectFile_Snapshot>, I>>(object: I): ProjectFile_Snapshot {
     const message = createBaseProjectFile_Snapshot();
     message.name = object.name ?? "";
+    message.tags = object.tags?.map((e) => e) || [];
+    message.description = object.description ?? undefined;
     message.uniqueKey = object.uniqueKey ?? "";
     message.strategy = (object.strategy !== undefined && object.strategy !== null)
       ? ProjectFile_SnapshotStrategy.fromPartial(object.strategy)
diff --git a/proto/gen/ts/quary/service/v1/types.ts b/proto/gen/ts/quary/service/v1/types.ts
index b5c37220..cbfb9a0a 100644
--- a/proto/gen/ts/quary/service/v1/types.ts
+++ b/proto/gen/ts/quary/service/v1/types.ts
@@ -102,7 +102,10 @@ export interface Seed {
 
 export interface Model {
   name: string;
-  description?: string | undefined;
+  description?:
+    | string
+    | undefined;
+  /** Tags are used to group different parts of the project together. */
   tags: string[];
   filePath: string;
   fileSha256Hash: string;
@@ -122,6 +125,11 @@ export interface Model_ModelColum {
 
 export interface Snapshot {
   name: string;
+  description?:
+    | string
+    | undefined;
+  /** Tags are used to group different parts of the project together. */
+  tags: string[];
   filePath: string;
   fileSha256Hash: string;
   uniqueKey: string;
@@ -154,6 +162,7 @@ export interface Source {
   name: string;
   description?: string | undefined;
   path: string;
+  /** Tags are used to group different parts of the project together. */
   tags: string[];
   /** TODO Replace File path references with whole file references */
   filePath: string;
@@ -1936,7 +1945,16 @@ export const Model_ModelColum = {
 };
 
 function createBaseSnapshot(): Snapshot {
-  return { name: "", filePath: "", fileSha256Hash: "", uniqueKey: "", strategy: undefined, references: [] };
+  return {
+    name: "",
+    description: undefined,
+    tags: [],
+    filePath: "",
+    fileSha256Hash: "",
+    uniqueKey: "",
+    strategy: undefined,
+    references: [],
+  };
 }
 
 export const Snapshot = {
@@ -1944,6 +1962,12 @@ export const Snapshot = {
     if (message.name !== "") {
       writer.uint32(10).string(message.name);
     }
+    if (message.description !== undefined) {
+      writer.uint32(18).string(message.description);
+    }
+    for (const v of message.tags) {
+      writer.uint32(66).string(v!);
+    }
     if (message.filePath !== "") {
       writer.uint32(26).string(message.filePath);
     }
@@ -1976,6 +2000,20 @@ export const Snapshot = {
 
           message.name = reader.string();
           continue;
+        case 2:
+          if (tag !== 18) {
+            break;
+          }
+
+          message.description = reader.string();
+          continue;
+        case 8:
+          if (tag !== 66) {
+            break;
+          }
+
+          message.tags.push(reader.string());
+          continue;
         case 3:
           if (tag !== 26) {
             break;
@@ -2023,6 +2061,8 @@ export const Snapshot = {
   fromJSON(object: any): Snapshot {
     return {
       name: isSet(object.name) ? gt.String(object.name) : "",
+      description: isSet(object.description) ? gt.String(object.description) : undefined,
+      tags: gt.Array.isArray(object?.tags) ? object.tags.map((e: any) => gt.String(e)) : [],
       filePath: isSet(object.filePath) ? gt.String(object.filePath) : "",
       fileSha256Hash: isSet(object.fileSha256Hash) ? gt.String(object.fileSha256Hash) : "",
       uniqueKey: isSet(object.uniqueKey) ? gt.String(object.uniqueKey) : "",
@@ -2036,6 +2076,12 @@ export const Snapshot = {
     if (message.name !== "") {
       obj.name = message.name;
     }
+    if (message.description !== undefined) {
+      obj.description = message.description;
+    }
+    if (message.tags?.length) {
+      obj.tags = message.tags;
+    }
     if (message.filePath !== "") {
       obj.filePath = message.filePath;
     }
@@ -2060,6 +2106,8 @@ export const Snapshot = {
   fromPartial<I extends Exact<DeepPartial<Snapshot>, I>>(object: I): Snapshot {
     const message = createBaseSnapshot();
     message.name = object.name ?? "";
+    message.description = object.description ?? undefined;
+    message.tags = object.tags?.map((e) => e) || [];
     message.filePath = object.filePath ?? "";
     message.fileSha256Hash = object.fileSha256Hash ?? "";
     message.uniqueKey = object.uniqueKey ?? "";
diff --git a/proto/quary/service/v1/project_file.proto b/proto/quary/service/v1/project_file.proto
index cd89a43e..934ef93e 100644
--- a/proto/quary/service/v1/project_file.proto
+++ b/proto/quary/service/v1/project_file.proto
@@ -11,6 +11,8 @@ message ProjectFile {
 
   message Model {
     string name = 1;
+    // Tags are used to group different parts of the project together. For example, you could tag all models that are
+    // related to a specific department with the same tag.
     repeated string tags = 6;
     optional string description = 2;
     // The materialization of the model, available types are specified by each database.
@@ -22,6 +24,10 @@ message ProjectFile {
 
   message Snapshot {
     string name = 1;
+    // Tags are used to group different parts of the project together. For example, you could tag all models that are
+    // related to a specific department with the same tag.
+    repeated string tags = 4;
+    optional string description = 5;
     string unique_key = 2;
     SnapshotStrategy strategy = 3;
   }
@@ -39,6 +45,8 @@ message ProjectFile {
 
 message ProjectFileSource {
   string name = 1;
+  // Tags are used to group different parts of the project together. For example, you could tag all sources that are
+  // related to a specific department with the same tag.
   repeated string tags = 6;
   optional string description = 2;
   // The full path of the source table in the database. This is used to reference the table itself. For example:
diff --git a/proto/quary/service/v1/types.proto b/proto/quary/service/v1/types.proto
index e095682d..f28d52df 100644
--- a/proto/quary/service/v1/types.proto
+++ b/proto/quary/service/v1/types.proto
@@ -106,6 +106,7 @@ message Seed {
 message Model {
   string name = 1;
   optional string description = 2;
+  // Tags are used to group different parts of the project together.
   repeated string tags = 4;
 
   string file_path = 3;
@@ -127,6 +128,9 @@ message Model {
 
 message Snapshot {
   string name = 1;
+  optional string description = 2;
+  // Tags are used to group different parts of the project together.
+  repeated string tags = 8;
 
   string file_path = 3;
   string file_sha256_hash = 4;
@@ -158,6 +162,7 @@ message Source {
   string name = 1;
   optional string description = 2;
   string path = 3;
+  // Tags are used to group different parts of the project together.
   repeated string tags = 6;
 
   // TODO Replace File path references with whole file references
diff --git a/rust/cli/Cargo.toml b/rust/cli/Cargo.toml
index 0c93ff7f..4dbff36a 100644
--- a/rust/cli/Cargo.toml
+++ b/rust/cli/Cargo.toml
@@ -1,8 +1,8 @@
 [package]
 name = "quary"
-version = "0.0.108"
+version = "0.0.111"
 edition = "2021"
-rust-version = "1.77.1"
+rust-version = "1.77.2"
 
 # See more keys and their definitions at https://doc.rust-lang.org/cargo/reference/manifest.html
 
@@ -19,15 +19,16 @@ async-trait = "0.1"
 indicatif = "0.17"
 gcp-bigquery-client = "0.18"
 prost = "0.12"
-google-cloud-auth = { version = "0.13", default-features = false, features = ["external-account", "rustls-tls"] }
+google-cloud-auth = { version = "0.14", default-features = false, features = ["external-account", "rustls-tls"] }
 snowflake-api = { path = "../snowflake-api" }
-arrow-array = "50"
+arrow-array = "51"
 duckdb = { version = "0.10", features = ["bundled"] }
 regex = "1.10.4"
 futures = "0.3.30"
 base64 = "0.22.0"
 dotenv = "0.15"
 serde_yaml = "0.9.33"
+chrono = "0.4"
 
 [dev-dependencies]
 assert_cmd = "2"
diff --git a/rust/cli/src/commands.rs b/rust/cli/src/commands.rs
index e350d4cf..68db1520 100644
--- a/rust/cli/src/commands.rs
+++ b/rust/cli/src/commands.rs
@@ -49,6 +49,11 @@ pub enum Commands {
         name = "generate-sources",
         about = "Returns a project file with all sources in a database"
     )]
+    #[command(
+        name = "snapshot",
+        about = "Execute snapshots to capture data changes over time"
+    )]
+    Snapshot(SnapshotArgs),
     GenerateSources(GenerateSourcesArgs),
 }
 
@@ -60,6 +65,13 @@ pub struct RpcArgs {
     pub request: String,
 }
 
+#[derive(Args, Debug)]
+pub struct SnapshotArgs {
+    /// Print the rendered SQL statements without executing them
+    #[arg(long = "dry-run", short = 'd', default_value = "false")]
+    pub dry_run: bool,
+}
+
 #[derive(Args, Debug)]
 pub struct ConvertDbtArgs {
     /// Output path for the converted project
diff --git a/rust/cli/src/main.rs b/rust/cli/src/main.rs
index 2d627cac..ef84aa6d 100644
--- a/rust/cli/src/main.rs
+++ b/rust/cli/src/main.rs
@@ -19,7 +19,7 @@ use quary_core::databases::{ColumnWithDetails, DatabaseConnection, DatabaseQuery
 use quary_core::graph::project_to_graph;
 use quary_core::init::{Asset, DuckDBAsset};
 use quary_core::onboarding::is_empty_bar_hidden_and_sqlite;
-use quary_core::project::project_and_fs_to_sql_for_views;
+use quary_core::project::{project_and_fs_to_sql_for_snapshots, project_and_fs_to_sql_for_views};
 use quary_core::project_tests::return_tests_sql;
 use quary_core::test_runner::{run_tests_internal, RunStatementFunc, RunTestError};
 use quary_databases::databases_connection::{
@@ -144,6 +144,9 @@ async fn main_wrapped() -> Result<(), String> {
             let test_count = project.tests.len();
             println!("Tests processed: {}", test_count);
 
+            let snapshots_count = project.snapshots.len();
+            println!("Snapshots processed: {}", snapshots_count);
+
             println!("Project compiled successfully.");
             Ok(())
         }
@@ -271,7 +274,11 @@ async fn main_wrapped() -> Result<(), String> {
                     }
                 }
                 pb.finish_with_message("done");
-                println!("Created {} views in the database", sqls.len());
+                match sqls.len() {
+                    0 => println!("No models to build"),
+                    1 => println!("Created 1 model in the database"),
+                    n => println!("Created {} models in the database", n),
+                }
                 Ok(())
             }
         }
@@ -477,6 +484,55 @@ async fn main_wrapped() -> Result<(), String> {
             Ok(())
         }
         Commands::Rpc(rpc_args) => rpc(&args, rpc_args).await,
+        Commands::Snapshot(snapshot_args) => {
+            let config = get_config_file(&args.project_file)?;
+            let database = database_from_config(&config).await?;
+            let query_generator = database.query_generator();
+            let (project, file_system) = parse_project(&query_generator).await?;
+            let snapshots_sql =
+                project_and_fs_to_sql_for_snapshots(&project, &file_system, &query_generator)
+                    .await?;
+
+            if snapshot_args.dry_run {
+                println!("\n-- Create snapshots\n");
+                for (name, sql) in snapshots_sql {
+                    println!("\n-- {name}");
+                    for statement in sql {
+                        println!("{};", statement);
+                    }
+                }
+                Ok(())
+            } else {
+                let total_number_of_snapshots = project.snapshots.len();
+                let pb = ProgressBar::new(total_number_of_snapshots as u64);
+                pb.set_style(
+                    ProgressStyle::default_bar()
+                        .template("{spinner:.green} {bar:40.cyan/blue} {pos:>7}/{len:7} {msg}")
+                        .map_err(|e| e.to_string())?
+                        .progress_chars("=>-"),
+                );
+
+                for (name, sql) in snapshots_sql {
+                    pb.set_message(format!("Building snapshot: {}", name));
+                    pb.inc(1);
+                    for statement in sql {
+                        database.exec(statement.as_str()).await.map_err(|e| {
+                            format!(
+                                "executing sql for snapshot '{}': {:?} {:?}",
+                                name, statement, e
+                            )
+                        })?;
+                    }
+                }
+
+                pb.finish_with_message("done");
+                println!(
+                    "Created/updated {} snapshot(s) in the database",
+                    total_number_of_snapshots
+                );
+                Ok(())
+            }
+        }
     }
 }
 
diff --git a/rust/cli/tests/cli_test.rs b/rust/cli/tests/cli_test.rs
index 32aefcc1..2f464744 100644
--- a/rust/cli/tests/cli_test.rs
+++ b/rust/cli/tests/cli_test.rs
@@ -1,4 +1,8 @@
 use assert_cmd::Command;
+use chrono::Utc;
+use quary_core::databases::DatabaseConnection;
+use quary_databases::databases_duckdb;
+use std::fs;
 use tempfile::tempdir;
 
 #[test]
@@ -227,3 +231,158 @@ duckdb:
             .success();
     }
 }
+
+/// This test simulates a workflow where a model references a snapshot in duckdb.
+/// 1. The initial snapshot is taken which builds the orders_snapshot table  in the database.
+/// 2. The project is built which references the orders_snapshot table.
+/// 3. The initial state of the snapshot is asserted.
+/// 4. The data is updated and a new snapshot is taken.
+/// 5. The updated state of the snapshot is asserted. (from the stg_orders_snapshot table)
+#[tokio::test]
+async fn test_duckdb_snapshots() {
+    // Setup
+    let name = "quary";
+    let temp_dir = tempdir().unwrap();
+    let project_dir = temp_dir.path();
+
+    Command::cargo_bin(name)
+        .unwrap()
+        .current_dir(project_dir)
+        .args(vec!["init", "--type=duckdb"])
+        .assert()
+        .success();
+
+    // Create data directory and orders.csv file
+    let data_dir = project_dir.join("data");
+    fs::create_dir_all(&data_dir).unwrap();
+    let orders_file = data_dir.join("orders.csv");
+    let orders_content = "id,user_id,order_date,status\n1,1,2023-06-01,in_progress";
+    fs::write(&orders_file, orders_content).unwrap();
+
+    // Create snapshots directory and orders_snapshot.snapshot.sql file
+    let snapshots_dir = project_dir.join("models").join("staging").join("snapshots");
+    fs::create_dir_all(&snapshots_dir).unwrap();
+    let orders_snapshot_file = snapshots_dir.join("orders_snapshot.snapshot.sql");
+    let orders_snapshot_content = "SELECT id, user_id, order_date, status FROM q.raw_orders";
+    fs::write(&orders_snapshot_file, orders_snapshot_content).unwrap();
+
+    let staging_models_dir = project_dir.join("models").join("staging");
+    fs::create_dir_all(&staging_models_dir).unwrap();
+    let stg_orders_snapshot_file = staging_models_dir.join("stg_orders_snapshot.sql");
+    let stg_orders_snapshot_content = "SELECT * FROM q.orders_snapshot";
+    fs::write(&stg_orders_snapshot_file, stg_orders_snapshot_content).unwrap();
+
+    // Create schema.yaml file
+    let schema_file = snapshots_dir.join("schema.yaml");
+    let schema_content = r#"
+    sources:
+      - name: raw_orders
+        path: "'data/orders.csv'"
+    models:
+      - name: stg_orders_snapshot
+    snapshots:
+      - name: orders_snapshot
+        unique_key: id
+        strategy:
+          timestamp:
+            updated_at: order_date
+    "#;
+    fs::write(&schema_file, schema_content).unwrap();
+
+    // Create quary.yaml file
+    let quary_yaml_content = "duckdb:\n  path: \"./database.db\"\n";
+    let quary_yaml_path = project_dir.join("quary.yaml");
+    fs::write(&quary_yaml_path, quary_yaml_content).unwrap();
+
+    // Take the initial snapshot and build the project which references the snapshot
+    Command::cargo_bin(name)
+        .unwrap()
+        .current_dir(project_dir)
+        .args(vec!["snapshot"])
+        .assert()
+        .success();
+    Command::cargo_bin(name)
+        .unwrap()
+        .current_dir(project_dir)
+        .args(vec!["build"])
+        .assert()
+        .success();
+
+    {
+        // Assert initial snapshot
+        let database = databases_duckdb::DuckDB::new_with_file(
+            None,
+            project_dir.join("database.db").to_str().unwrap(),
+        )
+        .ok()
+        .unwrap();
+
+        let result = database
+        .query("SELECT id, user_id, order_date, status, quary_valid_from, quary_valid_to, quary_scd_id FROM orders_snapshot")
+        .await
+        .unwrap();
+
+        assert_eq!(result.rows.len(), 1);
+        assert_eq!(result.rows[0][0], "1"); // id
+        assert_eq!(result.rows[0][3], "in_progress"); // status
+        assert_eq!(result.rows[0][5], "NULL"); // quary_valid_to
+
+        // Check that quary_valid_from has the same date as the current date
+        let current_date = Utc::now().date_naive();
+        let quary_valid_from_str = &result.rows[0][4];
+        let quary_valid_from_date = quary_valid_from_str.split_whitespace().next().unwrap();
+        let quary_valid_from =
+            chrono::NaiveDate::parse_from_str(quary_valid_from_date, "%Y-%m-%d").unwrap();
+        assert_eq!(current_date, quary_valid_from);
+
+        // Update orders.csv data
+        let updated_orders_content = "id,user_id,order_date,status\n1,1,2099-06-01,completed";
+        fs::write(&orders_file, updated_orders_content).unwrap();
+    }
+
+    // Take updated snapshot
+    Command::cargo_bin(name)
+        .unwrap()
+        .current_dir(project_dir)
+        .args(vec!["snapshot"])
+        .assert()
+        .success();
+
+    {
+        let database = databases_duckdb::DuckDB::new_with_file(
+            None,
+            project_dir.join("database.db").to_str().unwrap(),
+        )
+        .ok()
+        .unwrap();
+
+        // Assert updated snapshot
+        let updated_result = database
+            .query("SELECT id, user_id, order_date, status, quary_valid_from, quary_valid_to, quary_scd_id FROM stg_orders_snapshot ORDER BY quary_valid_from")
+            .await
+            .unwrap();
+
+        assert_eq!(updated_result.rows.len(), 2);
+
+        // Check the initial row
+        assert_eq!(updated_result.rows[0][0], "1"); // id
+        assert_eq!(updated_result.rows[0][3], "in_progress"); // status
+        assert_ne!(updated_result.rows[0][5], "NULL"); // quary_valid_to should not be NULL
+
+        // Check the updated row
+        assert_eq!(updated_result.rows[1][0], "1"); // id
+        assert_eq!(updated_result.rows[1][3], "completed"); // status
+        assert_eq!(updated_result.rows[1][5], "NULL"); // quary_valid_to should be NULL
+
+        // Check that quary_valid_from of the updated row has the same date as the current date
+        let current_date = Utc::now().date_naive();
+        let updated_quary_valid_from_str = &updated_result.rows[1][4];
+        let updated_quary_valid_from_date = updated_quary_valid_from_str
+            .split_whitespace()
+            .next()
+            .unwrap();
+        let updated_quary_valid_from =
+            chrono::NaiveDate::parse_from_str(updated_quary_valid_from_date, "%Y-%m-%d").unwrap();
+        assert_eq!(current_date, updated_quary_valid_from);
+    }
+}
diff --git a/rust/core/Cargo.toml b/rust/core/Cargo.toml
index 475f5f17..f21cb180 100644
--- a/rust/core/Cargo.toml
+++ b/rust/core/Cargo.toml
@@ -1,16 +1,16 @@
 [package]
 name = "quary-core"
-version = "0.0.108"
+version = "0.0.111"
 authors = ["Ben King <9087625+benfdking@users.noreply.github.com>"]
 edition = "2021"
-rust-version = "1.77.1"
+rust-version = "1.77.2"
 
 [lib]
 crate-type = ["cdylib", "rlib"]
 
 [dependencies]
 prost = { default-features = false, version = "0.12" }
-sqlparser = { default-features = false, version = "0.44" }
+sqlparser = { default-features = false, version = "0.45" }
 js-sys = "0.3"
 quary_proto = { path = "../../proto/gen/rust" }
 sqlinference = { path = "../sqlinference" }
@@ -21,6 +21,7 @@ petgraph = { version = "0.6", default-features = false }
 regex = { version = "1", default-features = false, features = ["unicode-perl"] }
 once_cell = "1"
 async-trait = "0.1"
+chrono = "0.4"
 serde_yaml = "0.9"
 serde_json = { default-features = false, version = "1", features = ["std"] }
 futures = { version = "0.3", features = ["async-await", "std"], default-features = false }
diff --git a/rust/core/src/automatic_branching.rs b/rust/core/src/automatic_branching.rs
index c7b77693..3eed0602 100644
--- a/rust/core/src/automatic_branching.rs
+++ b/rust/core/src/automatic_branching.rs
@@ -19,10 +19,10 @@ use std::collections::{BTreeMap, HashMap, HashSet};
 /// to the database. The views have been created as materialized views to speed up any querying.
 /// This version of the project contains an original table (T) two views (V1 & V2) that depend on
 /// each other as following:
-/// A -> V1 -> V2
+/// T -> V1 -> V2
 ///
 /// Suppose now you want to alter V2 to V2' in a way that still maintains the dependencies:
-/// A -> V1 -> V2'
+/// T -> V1 -> V2'
 /// You are essentially branching off of the 'main' version and experimenting on V2. While
 /// experimenting, you probably want to rely on the materialized V1 to compare the results but also
 /// for the performance boost. Automatic branching is a querying that relies on already applied versions
diff --git a/rust/core/src/database_duckdb.rs b/rust/core/src/database_duckdb.rs
index b7efb598..23807c26 100644
--- a/rust/core/src/database_duckdb.rs
+++ b/rust/core/src/database_duckdb.rs
@@ -1,14 +1,35 @@
 use crate::databases::{base_for_seeds_create_table_specifying_text_type, DatabaseQueryGenerator};
+use chrono::{DateTime, Utc};
+use quary_proto::snapshot::snapshot_strategy::StrategyType;
 use sqlinference::dialect::Dialect;
+use std::time::SystemTime;
 
 #[derive(Debug, Clone)]
 pub struct DatabaseQueryGeneratorDuckDB {
     schema: Option<String>,
+    /// override_now is used to override the current timestamp in the generated SQL. It is primarily
+    /// used for testing purposes.
+    override_now: Option<SystemTime>,
 }
 
 impl DatabaseQueryGeneratorDuckDB {
-    pub fn new(schema: Option<String>) -> DatabaseQueryGeneratorDuckDB {
-        DatabaseQueryGeneratorDuckDB { schema }
+    pub fn new(
+        schema: Option<String>,
+        override_now: Option<SystemTime>,
+    ) -> DatabaseQueryGeneratorDuckDB {
+        DatabaseQueryGeneratorDuckDB {
+            schema,
+            override_now,
+        }
+    }
+
+    fn get_now(&self) -> String {
+        if let Some(override_now) = &self.override_now {
+            let datetime: DateTime<Utc> = (*override_now).into();
+            format!("'{}'", datetime.format("%Y-%m-%dT%H:%M:%SZ"))
+        } else {
+            "CURRENT_TIMESTAMP".to_string()
+        }
     }
 }
 
@@ -18,6 +39,64 @@ impl DatabaseQueryGenerator for DatabaseQueryGeneratorDuckDB {
         base_for_seeds_create_table_specifying_text_type("TEXT", table_name.as_str(), columns)
     }
 
+    fn generate_snapshot_sql(
+        &self,
+        path: &str,
+        templated_select: &str,
+        unique_key: &str,
+        strategy: &StrategyType,
+    ) -> Result<Vec<String>, String> {
+        match strategy {
+            StrategyType::Timestamp(timestamp) => {
+                let updated_at = &timestamp.updated_at;
+                let now = self.get_now();
+
+                let create_table_sql = format!(
+                    "CREATE TABLE IF NOT EXISTS {path} AS (
+                        SELECT
+                            *,
+                            {now} AS quary_valid_from,
+                            CAST(NULL AS TIMESTAMP) AS quary_valid_to,
+                            MD5(CAST(CONCAT({unique_key}, CAST({updated_at} AS STRING)) AS STRING)) AS quary_scd_id
+                        FROM ({templated_select})
+                    )"
+                );
+
+                let update_sql = format!(
+                    "UPDATE {path} AS target
+                    SET quary_valid_to = source.quary_valid_from
+                    FROM (
+                        SELECT
+                            *,
+                            {now} AS quary_valid_from,
+                            MD5(CAST(CONCAT({unique_key}, CAST({updated_at} AS STRING)) AS STRING)) AS quary_scd_id
+                        FROM ({templated_select})
+                    ) AS source
+                    WHERE target.{unique_key} = source.{unique_key}
+                        AND target.quary_valid_to IS NULL
+                        AND CAST(source.{updated_at} AS TIMESTAMP) > CAST(target.{updated_at} AS TIMESTAMP)"
+                );
+
+                let insert_sql = format!(
+                    "INSERT INTO {path}
+                    SELECT
+                        *,
+                        {now} AS quary_valid_from,
+                        NULL AS quary_valid_to,
+                        MD5(CAST(CONCAT({unique_key}, CAST({updated_at} AS STRING)) AS STRING)) AS quary_scd_id
+                    FROM ({templated_select}) AS source
+                    WHERE NOT EXISTS (
+                        SELECT 1
+                        FROM {path} AS target
+                        WHERE target.quary_scd_id = MD5(CAST(CONCAT(source.{unique_key}, CAST(source.{updated_at} AS STRING)) AS STRING))
+                    )"
+                );
+
+                Ok(vec![create_table_sql, update_sql, insert_sql])
+            }
+        }
+    }
+
     fn return_full_path_requirement(&self, table_name: &str) -> String {
         match &self.schema {
             Some(schema) => format!("{}.{}", schema, table_name),
@@ -69,17 +148,18 @@ impl DatabaseQueryGenerator for DatabaseQueryGeneratorDuckDB {
 
 #[cfg(test)]
 mod tests {
+
     use super::*;
 
     #[test]
     fn test_return_full_path_requirement() {
-        let database = DatabaseQueryGeneratorDuckDB::new(None);
+        let database = DatabaseQueryGeneratorDuckDB::new(None, None);
         assert_eq!(
             database.return_full_path_requirement("table_name"),
             "table_name"
         );
 
-        let database = DatabaseQueryGeneratorDuckDB::new(Some("schema".to_string()));
+        let database = DatabaseQueryGeneratorDuckDB::new(Some("schema".to_string()), None);
         assert_eq!(
             database.return_full_path_requirement("table_name"),
             "schema.table_name"
@@ -88,15 +168,50 @@ mod tests {
 
     #[test]
     fn test_return_name_from_full_path() {
-        let database = DatabaseQueryGeneratorDuckDB::new(None);
+        let database = DatabaseQueryGeneratorDuckDB::new(None, None);
         let query = database.return_name_from_full_path("table_name");
         assert_eq!(query, Ok("table_name"));
 
-        let database = DatabaseQueryGeneratorDuckDB::new(Some("schema".to_string()));
+        let database = DatabaseQueryGeneratorDuckDB::new(Some("schema".to_string()), None);
         let query = database.return_name_from_full_path("schema.table_name");
         assert_eq!(query, Ok("table_name"));
 
         let query = database.return_name_from_full_path("error.table_name");
         assert!(query.is_err());
     }
+
+    #[test]
+    fn test_get_now() {
+        let override_now = SystemTime::now();
+        let database = DatabaseQueryGeneratorDuckDB::new(None, Some(override_now));
+
+        let result = database.get_now();
+        let expected_datetime: DateTime<Utc> = override_now.into();
+        let expected_result = format!("'{}'", expected_datetime.format("%Y-%m-%dT%H:%M:%SZ"));
+        assert_eq!(result, expected_result);
+
+        let database = DatabaseQueryGeneratorDuckDB::new(None, None);
+        let result = database.get_now();
+        assert_eq!(result, "CURRENT_TIMESTAMP".to_string());
+    }
+
+    #[test]
+    fn test_generate_snapshot_sql() {
+        let database = DatabaseQueryGeneratorDuckDB::new(None, None);
+        let path = "mytable";
+        let templated_select = "SELECT * FROM mytable";
+        let unique_key = "id";
+        let updated_at = "updated_at";
+        let strategy = StrategyType::Timestamp(
+            quary_proto::snapshot::snapshot_strategy::TimestampStrategy {
+                updated_at: updated_at.to_string(),
+            },
+        );
+
+        let result = database
+            .generate_snapshot_sql(path, templated_select, unique_key, &strategy)
+            .unwrap();
+
+        assert_eq!(result.iter().map(|s| s.as_str()).collect::<Vec<&str>>(), vec!["CREATE TABLE IF NOT EXISTS mytable AS (\n                        SELECT\n                            *,\n                            CURRENT_TIMESTAMP AS quary_valid_from,\n                            CAST(NULL AS TIMESTAMP) AS quary_valid_to,\n                            MD5(CAST(CONCAT(id, CAST(updated_at AS STRING)) AS STRING)) AS quary_scd_id\n                        FROM (SELECT * FROM mytable)\n                    )", "UPDATE mytable AS target\n                    SET quary_valid_to = source.quary_valid_from\n                    FROM (\n                        SELECT\n                            *,\n                            CURRENT_TIMESTAMP AS quary_valid_from,\n                            MD5(CAST(CONCAT(id, CAST(updated_at AS STRING)) AS STRING)) AS quary_scd_id\n                        FROM (SELECT * FROM mytable)\n                    ) AS source\n                    WHERE target.id = source.id\n                        AND target.quary_valid_to IS NULL\n                        AND CAST(source.updated_at AS TIMESTAMP) > CAST(target.updated_at AS TIMESTAMP)", "INSERT INTO mytable\n                    SELECT\n                        *,\n                        CURRENT_TIMESTAMP AS quary_valid_from,\n                        NULL AS quary_valid_to,\n                        MD5(CAST(CONCAT(id, CAST(updated_at AS STRING)) AS STRING)) AS quary_scd_id\n                    FROM (SELECT * FROM mytable) AS source\n                    WHERE NOT EXISTS (\n                        SELECT 1\n                        FROM mytable AS target\n                        WHERE target.quary_scd_id = MD5(CAST(CONCAT(source.id, CAST(source.updated_at AS STRING)) AS STRING))\n                    )"]);
+    }
 }
diff --git a/rust/core/src/database_postgres.rs b/rust/core/src/database_postgres.rs
index 9bfcca45..d8fda28a 100644
--- a/rust/core/src/database_postgres.rs
+++ b/rust/core/src/database_postgres.rs
@@ -1,14 +1,35 @@
 use crate::databases::{base_for_seeds_create_table_specifying_text_type, DatabaseQueryGenerator};
+use chrono::{DateTime, Utc};
+use quary_proto::snapshot::snapshot_strategy::StrategyType;
 use sqlinference::dialect::Dialect;
+use std::time::SystemTime;
 
 #[derive(Debug, Clone)]
 pub struct DatabaseQueryGeneratorPostgres {
     schema: String,
+    /// override_now is used to override the current timestamp in the generated SQL. It is primarily
+    /// used for testing purposes.
+    override_now: Option<SystemTime>,
 }
 
 impl DatabaseQueryGeneratorPostgres {
-    pub fn new(schema: String) -> DatabaseQueryGeneratorPostgres {
-        DatabaseQueryGeneratorPostgres { schema }
+    pub fn new(schema: String, override_now: Option<SystemTime>) -> DatabaseQueryGeneratorPostgres {
+        DatabaseQueryGeneratorPostgres {
+            schema,
+            override_now,
+        }
+    }
+
+    fn get_now(&self) -> String {
+        if let Some(override_now) = &self.override_now {
+            let datetime: DateTime<Utc> = (*override_now).into();
+            format!(
+                "CAST('{}' AS TIMESTAMP WITH TIME ZONE)",
+                datetime.format("%Y-%m-%dT%H:%M:%SZ")
+            )
+        } else {
+            "CURRENT_TIMESTAMP".to_string()
+        }
     }
 }
 
@@ -95,6 +116,64 @@ impl DatabaseQueryGenerator for DatabaseQueryGeneratorPostgres {
         base_for_seeds_create_table_specifying_text_type("TEXT", &table_name, columns)
     }
 
+    fn generate_snapshot_sql(
+        &self,
+        path: &str,
+        templated_select: &str,
+        unique_key: &str,
+        strategy: &StrategyType,
+    ) -> Result<Vec<String>, String> {
+        match strategy {
+            StrategyType::Timestamp(timestamp) => {
+                let updated_at = &timestamp.updated_at;
+                let now = self.get_now();
+
+                let create_table_sql = format!(
+                    "CREATE TABLE IF NOT EXISTS {path} AS (
+                        SELECT
+                            ts.*,
+                            {now} AS quary_valid_from,
+                            CAST(NULL AS TIMESTAMP WITH TIME ZONE) AS quary_valid_to,
+                            MD5(CAST(CONCAT({unique_key}, CAST({updated_at} AS TEXT)) AS TEXT)) AS quary_scd_id
+                        FROM ({templated_select}) AS ts
+                    )"
+                );
+
+                let update_sql = format!(
+                    "UPDATE {path} AS target
+                    SET quary_valid_to = source.quary_valid_from
+                    FROM (
+                        SELECT
+                            ts.*,
+                            {now} AS quary_valid_from,
+                            MD5(CAST(CONCAT({unique_key}, CAST({updated_at} AS TEXT)) AS TEXT)) AS quary_scd_id
+                        FROM ({templated_select}) AS ts
+                    ) AS source
+                    WHERE target.{unique_key} = source.{unique_key}
+                        AND target.quary_valid_to IS NULL
+                        AND CAST(source.{updated_at} AS TIMESTAMP) > CAST(target.{updated_at} AS TIMESTAMP)"
+                );
+
+                let insert_sql = format!(
+                    "INSERT INTO {path}
+                    SELECT
+                        *,
+                        {now} AS quary_valid_from,
+                        NULL AS quary_valid_to,
+                        MD5(CAST(CONCAT({unique_key}, CAST({updated_at} AS TEXT)) AS TEXT)) AS quary_scd_id
+                    FROM ({templated_select}) AS source
+                    WHERE NOT EXISTS (
+                        SELECT 1
+                        FROM {path} AS target
+                        WHERE target.quary_scd_id = MD5(CAST(CONCAT(source.{unique_key}, CAST(source.{updated_at} AS TEXT)) AS TEXT))
+                    )"
+                );
+
+                Ok(vec![create_table_sql, update_sql, insert_sql])
+            }
+        }
+    }
+
     fn return_full_path_requirement(&self, table_name: &str) -> String {
         format!("{}.{}", self.schema, table_name)
     }
@@ -139,3 +218,28 @@ impl DatabaseQueryGenerator for DatabaseQueryGeneratorPostgres {
         name.to_string()
     }
 }
+
+#[cfg(test)]
+mod test {
+    #[test]
+    fn get_now() {
+        let generator = super::DatabaseQueryGeneratorPostgres::new("schema".to_string(), None);
+        let now = generator.get_now();
+        assert_eq!(now, "CURRENT_TIMESTAMP".to_string());
+    }
+
+    #[test]
+    fn get_now_override() {
+        let generator = super::DatabaseQueryGeneratorPostgres::new(
+            "schema".to_string(),
+            Some(std::time::SystemTime::UNIX_EPOCH),
+        );
+        let now = generator.get_now();
+        assert_eq!(
+            now,
+            "CAST('1970-01-01T00:00:00Z' AS TIMESTAMP WITH TIME ZONE)".to_string()
+        );
+    }
+
+    // TODO MAKE SURE WE HAVE A TEST for sql generation
+}
diff --git a/rust/core/src/database_snowflake.rs b/rust/core/src/database_snowflake.rs
index 2effa5d6..b262f870 100644
--- a/rust/core/src/database_snowflake.rs
+++ b/rust/core/src/database_snowflake.rs
@@ -1,4 +1,5 @@
 use crate::databases::{base_for_seeds_create_table_specifying_text_type, DatabaseQueryGenerator};
+use quary_proto::snapshot::snapshot_strategy::StrategyType;
 use sqlinference::dialect::Dialect;
 
 #[derive(Debug, Clone)]
@@ -31,6 +32,7 @@ impl DatabaseQueryGenerator for DatabaseQueryGeneratorSnowflake {
             )),
         }
     }
+
     fn models_drop_query(
         &self,
         object_name: &str,
@@ -49,6 +51,7 @@ impl DatabaseQueryGenerator for DatabaseQueryGeneratorSnowflake {
             _ => Err("Unsupported materialization type".to_string()),
         }
     }
+
     fn models_create_query(
         &self,
         object_name: &str,
@@ -73,11 +76,66 @@ impl DatabaseQueryGenerator for DatabaseQueryGeneratorSnowflake {
             _ => Err("Unsupported materialization type".to_string()),
         }
     }
+
     fn seeds_create_table_query(&self, table_name: &str, columns: &[String]) -> String {
         let table_name = self.return_full_path_requirement(table_name);
         base_for_seeds_create_table_specifying_text_type("STRING", table_name.as_str(), columns)
     }
 
+    fn generate_snapshot_sql(
+        &self,
+        path: &str,
+        templated_select: &str,
+        unique_key: &str,
+        strategy: &StrategyType,
+    ) -> Result<Vec<String>, String> {
+        match strategy {
+            StrategyType::Timestamp(timestamp) => {
+                let updated_at = &timestamp.updated_at;
+                let create_table_sql = format!(
+                    "CREATE TABLE IF NOT EXISTS {path} AS (
+                        SELECT
+                            *,
+                            CURRENT_TIMESTAMP() AS quary_valid_from,
+                            NULL AS quary_valid_to,
+                            MD5(CONCAT({unique_key}, CAST({updated_at} AS VARCHAR))) AS quary_scd_id
+                        FROM ({templated_select})
+                    )"
+                );
+                let update_sql = format!(
+                    "MERGE INTO {path} AS target
+                    USING (
+                        SELECT
+                            *,
+                            CURRENT_TIMESTAMP() AS quary_valid_from,
+                            MD5(CONCAT({unique_key}, CAST({updated_at} AS VARCHAR))) AS quary_scd_id
+                        FROM ({templated_select})
+                    ) AS source
+                    ON target.{unique_key} = source.{unique_key}
+                    WHEN MATCHED AND target.quary_valid_to IS NULL AND source.{updated_at} > target.{updated_at}
+                    THEN UPDATE SET
+                        quary_valid_to = source.quary_valid_from,
+                        {updated_at} = source.{updated_at}"
+                );
+                let insert_sql = format!(
+                    "INSERT INTO {path}
+                    SELECT
+                        *,
+                        CURRENT_TIMESTAMP() AS quary_valid_from,
+                        NULL AS quary_valid_to,
+                        MD5(CONCAT({unique_key}, CAST({updated_at} AS VARCHAR))) AS quary_scd_id
+                    FROM ({templated_select}) AS source
+                    WHERE NOT EXISTS (
+                        SELECT 1
+                        FROM {path} AS target
+                        WHERE target.quary_scd_id = MD5(CONCAT(source.{unique_key}, CAST(source.{updated_at} AS VARCHAR)))
+                    )"
+                );
+                Ok(vec![create_table_sql, update_sql, insert_sql])
+            }
+        }
+    }
+
     fn return_full_path_requirement(&self, table_name: &str) -> String {
         format!("{}.{}.{}", self.database, self.schema, table_name)
     }
@@ -241,4 +299,27 @@ mod tests {
             assert!(validate_snowfalke_account_identifier(identifier).is_err());
         }
     }
+
+    #[test]
+    fn test_generate_snapshot_sql() {
+        let database = DatabaseQueryGeneratorSnowflake::new(
+            "QUARY_DATABASE".to_string(),
+            "QUARY_SCHEMA".to_string(),
+        );
+        let path = "mytable";
+        let templated_select = "SELECT * FROM mytable";
+        let unique_key = "id";
+        let updated_at = "updated_at";
+        let strategy = StrategyType::Timestamp(
+            quary_proto::snapshot::snapshot_strategy::TimestampStrategy {
+                updated_at: updated_at.to_string(),
+            },
+        );
+
+        let result = database
+            .generate_snapshot_sql(path, templated_select, unique_key, &strategy)
+            .unwrap();
+
+        assert_eq!(result.iter().map(|s| s.as_str()).collect::<Vec<&str>>(), vec!["CREATE TABLE IF NOT EXISTS mytable AS (\n                        SELECT\n                            *,\n                            CURRENT_TIMESTAMP() AS quary_valid_from,\n                            NULL AS quary_valid_to,\n                            MD5(CONCAT(id, CAST(updated_at AS VARCHAR))) AS quary_scd_id\n                        FROM (SELECT * FROM mytable)\n                    )", "MERGE INTO mytable AS target\n                    USING (\n                        SELECT\n                            *,\n                            CURRENT_TIMESTAMP() AS quary_valid_from,\n                            MD5(CONCAT(id, CAST(updated_at AS VARCHAR))) AS quary_scd_id\n                        FROM (SELECT * FROM mytable)\n                    ) AS source\n                    ON target.id = source.id\n                    WHEN MATCHED AND target.quary_valid_to IS NULL AND source.updated_at > target.updated_at\n                    THEN UPDATE SET\n                        quary_valid_to = source.quary_valid_from,\n                        updated_at = source.updated_at", "INSERT INTO mytable\n                    SELECT\n                        *,\n                        CURRENT_TIMESTAMP() AS quary_valid_from,\n                        NULL AS quary_valid_to,\n                        MD5(CONCAT(id, CAST(updated_at AS VARCHAR))) AS quary_scd_id\n                    FROM (SELECT * FROM mytable) AS source\n                    WHERE NOT EXISTS (\n                        SELECT 1\n                        FROM mytable AS target\n                        WHERE target.quary_scd_id = MD5(CONCAT(source.id, CAST(source.updated_at AS VARCHAR)))\n                    )"]);
+    }
 }
diff --git a/rust/core/src/databases.rs b/rust/core/src/databases.rs
index d26a2fe1..17e8e712 100644
--- a/rust/core/src/databases.rs
+++ b/rust/core/src/databases.rs
@@ -1,4 +1,5 @@
 use async_trait::async_trait;
+use quary_proto::snapshot::snapshot_strategy::StrategyType;
 use quary_proto::TableAddress;
 use sqlinference::dialect::Dialect;
 use std::fmt::Debug;
@@ -112,6 +113,26 @@ pub trait DatabaseQueryGenerator: Debug + Sync {
         seed_value.replace('\'', "''")
     }
 
+    /// GenerateSnapshotSQL generates the SQL statements to create a snapshot of a table.
+    ///
+    /// Inputs:
+    /// - `path`: The path of the snapshot table to be created.
+    /// - `templated_select`: The templated SELECT statement used to build the snapshot table. This means:
+    ///   - The raw SELECT statement has been normalised  (i.e. ; have been stripped as a suffix)
+    ///   - The variables referenced in the SELECT statement have been replaced with the values defined in the quary.yaml file
+    ///   - The q. references have been replaced with the underlying path of the referenced seed or source
+    /// - `unique_key`: The column that uniquely identify each row in the snapshot source table.
+    /// - `strategy`: The snapshot strategy to be used (e.g., timestamp)
+    fn generate_snapshot_sql(
+        &self,
+        _path: &str,
+        _templated_select: &str,
+        _unique_key: &str,
+        _strategy: &StrategyType,
+    ) -> Result<Vec<String>, String> {
+        Err("Database does not support snapshots".to_string())
+    }
+
     // For Helpers section
 
     /// ReturnFullPathRequirement takes in the name of the target table and prefixes it with any necessary schema/paths
@@ -188,6 +209,17 @@ impl DatabaseQueryGenerator for Box<dyn DatabaseQueryGenerator> {
         self.as_ref().escape_seed_value(seed_value)
     }
 
+    fn generate_snapshot_sql(
+        &self,
+        path: &str,
+        select_query: &str,
+        unique_key: &str,
+        strategy: &StrategyType,
+    ) -> Result<Vec<String>, String> {
+        self.as_ref()
+            .generate_snapshot_sql(path, select_query, unique_key, strategy)
+    }
+
     fn return_full_path_requirement(&self, table_name: &str) -> String {
         self.as_ref().return_full_path_requirement(table_name)
     }
diff --git a/rust/core/src/graph.rs b/rust/core/src/graph.rs
index a58129e1..563decab 100644
--- a/rust/core/src/graph.rs
+++ b/rust/core/src/graph.rs
@@ -10,7 +10,7 @@ use petgraph::prelude::EdgeRef;
 use petgraph::visit::{Dfs, Reversed};
 use petgraph::Graph;
 use quary_proto::test::TestType;
-use quary_proto::{Model, Project, Test};
+use quary_proto::{Model, Project, Snapshot, Test};
 use std::collections::{HashMap, HashSet};
 
 /// Edge represents an edge with (from, to) node names.
@@ -33,6 +33,25 @@ pub fn project_to_graph(project: Project) -> Result<ProjectGraph, String> {
         safe_adder_set(&mut taken, name.clone())?;
     }
 
+    let mut snapshots: HashMap<String, Snapshot> = HashMap::new();
+    for (name, snapshot) in &project.snapshots {
+        safe_adder_set(&mut taken, name.clone())?;
+        snapshots.insert(snapshot.name.clone(), snapshot.clone());
+    }
+    for (name, snapshot) in &project.snapshots {
+        for reference in &snapshot.references {
+            if !taken.contains(reference) {
+                return Err(format!(
+                    "reference to {} in snapshot {} does not exist in reference-able objects {}",
+                    reference,
+                    name,
+                    Vec::from_iter(taken).join(", "),
+                ));
+            };
+            edges.push((reference.clone(), snapshot.name.clone()))
+        }
+    }
+
     let mut models: HashMap<String, Model> = HashMap::new();
     for (name, model) in &project.models {
         safe_adder_set(&mut taken, name.clone())?;
@@ -838,7 +857,7 @@ mod tests {
     }
 
     #[test]
-    fn test_return_parent_nods_to_apply_in_order() {
+    fn test_return_parent_nodes_to_apply_in_order() {
         let tests = vec![
             // ("empty", "a", vec![], vec![]),
             ("single_node", "a", vec![["a", "b"]], vec!["a"]),
diff --git a/rust/core/src/init/models/schema.yaml b/rust/core/src/init/models/schema.yaml
index 3b40038b..6c52a7c5 100644
--- a/rust/core/src/init/models/schema.yaml
+++ b/rust/core/src/init/models/schema.yaml
@@ -76,6 +76,8 @@ models:
           - type: not_null
   - name: shifts_by_month
     description: 'This is a transformation for shifts and contains the total number of shifts for each employee by month.'
+    tags:
+      - monthly
     tests:
       - type: multi_column_unique
         info:
diff --git a/rust/core/src/init_duckdb/models/schema.yaml b/rust/core/src/init_duckdb/models/schema.yaml
index 3b40038b..6c52a7c5 100644
--- a/rust/core/src/init_duckdb/models/schema.yaml
+++ b/rust/core/src/init_duckdb/models/schema.yaml
@@ -76,6 +76,8 @@ models:
           - type: not_null
   - name: shifts_by_month
     description: 'This is a transformation for shifts and contains the total number of shifts for each employee by month.'
+    tags:
+      - monthly
     tests:
       - type: multi_column_unique
         info:
diff --git a/rust/core/src/project.rs b/rust/core/src/project.rs
index 34d16ea2..18f01629 100644
--- a/rust/core/src/project.rs
+++ b/rust/core/src/project.rs
@@ -14,13 +14,14 @@ use crate::test_helpers::ToTest;
 use crate::tests::test_to_name;
 use futures::AsyncReadExt;
 use quary_proto::model::ModelColum;
+use quary_proto::snapshot::SnapshotStrategy;
 use quary_proto::test::TestType::{
     AcceptedValues, GreaterThan, GreaterThanOrEqual, LessThan, LessThanOrEqual, MultiColumnUnique,
     NotNull, Relationship, Sql, Unique,
 };
 use quary_proto::{
-    Model, Project, ProjectFile, ProjectFileColumn, Seed, Source, Test, TestAcceptedValues,
-    TestGreaterThan, TestGreaterThanOrEqual, TestLessThan, TestLessThanOrEqual,
+    ConnectionConfig, Model, Project, ProjectFile, ProjectFileColumn, Seed, Snapshot, Source, Test,
+    TestAcceptedValues, TestGreaterThan, TestGreaterThanOrEqual, TestLessThan, TestLessThanOrEqual,
     TestMultiColumnUnique, TestNotNull, TestRelationship, TestSqlFile, TestUnique,
 };
 use sqlinference::infer_tests::{get_column_with_source, ExtractedSelect};
@@ -177,16 +178,30 @@ pub async fn parse_project(
         .flat_map(|(_, project_file)| project_file.models.clone())
         .collect();
     let model_definitions = all_models
-        .iter()
-        .map(|m| (m.name.clone(), m.clone()))
+        .into_iter()
+        .map(|m| (m.name.clone(), m))
         .collect();
     let models = parse_models(filesystem, project_root, &model_definitions).await?;
     validate_models(&models)?;
 
+    let all_snapshots: Vec<quary_proto::project_file::Snapshot> = project_files
+        .iter()
+        .flat_map(|(_, project_file)| project_file.snapshots.clone())
+        .collect();
+    let project_file_snapshot_definitions = all_snapshots
+        .into_iter()
+        .map(|s| (s.name.clone(), s))
+        .collect();
+
+    let snapshots =
+        parse_snapshots(filesystem, project_root, &project_file_snapshot_definitions).await?;
+    validate_models(&snapshots)?;
+
     let path_map = create_path_map(
         database,
-        models.values().collect::<Vec<&Model>>().clone(),
-        sources.values().collect::<Vec<&Source>>().clone(),
+        models.values().collect::<Vec<&Model>>(),
+        sources.values().collect::<Vec<&Source>>(),
+        snapshots.values().collect::<Vec<&Snapshot>>(),
     );
     let tests = parse_tests(
         filesystem,
@@ -203,15 +218,30 @@ pub async fn parse_project(
             if !models.contains_key(reference)
                 && !sources.contains_key(reference)
                 && !seeds.contains_key(reference)
+                && !snapshots.contains_key(reference)
             {
                 return Err(format!(
-                    "model {:?} has reference to {:?} which is not a model or source",
+                    "model {:?} has reference to {:?} which is not a model, source or snapshot",
                     model.name, reference
                 ));
             }
         }
     }
 
+    // Check that snapshots only reference sources or seeds and not models
+    for snapshot in snapshots.values() {
+        for reference in &snapshot.references {
+            if models.contains_key(reference)
+                || (!sources.contains_key(reference) && !seeds.contains_key(reference))
+            {
+                return Err(format!(
+                    "snapshot {:?} has reference to {:?} which is not a source or seed",
+                    snapshot.name, reference
+                ));
+            }
+        }
+    }
+
     // Check that all tests refer to actual models
     for test in tests.values() {
         if let Some(Sql(sql)) = &test.test_type {
@@ -219,9 +249,10 @@ pub async fn parse_project(
                 if !models.contains_key(reference)
                     && !sources.contains_key(reference)
                     && !seeds.contains_key(reference)
+                    && !snapshots.contains_key(reference)
                 {
                     return Err(format!(
-                        "test {:?} has reference to {:?} which is not a model or source",
+                        "test {:?} has reference to {:?} which is not a model, source or snapshot",
                         test, reference
                     ));
                 }
@@ -235,7 +266,7 @@ pub async fn parse_project(
         seeds,
         models: models.into_iter().collect(),
         sources,
-        snapshots: HashMap::new(), //todo: implement snapshots
+        snapshots: snapshots.into_iter().collect(),
         tests: tests.into_iter().collect(),
         project_files,
         connection_config: Some(connection_config),
@@ -273,7 +304,14 @@ async fn parse_sql_tests(
     file_system: &impl FileSystem,
     project_root: &str,
 ) -> Result<HashMap<String, Test>, String> {
-    let paths = get_path_bufs(file_system, project_root, PATH_FOR_TESTS, EXTENSION_SQL).await?;
+    let paths = get_path_bufs(
+        file_system,
+        project_root,
+        PATH_FOR_TESTS,
+        EXTENSION_SQL,
+        None,
+    )
+    .await?;
 
     let tests = paths
         .iter()
@@ -338,6 +376,7 @@ pub fn create_path_map(
     database: &impl DatabaseQueryGenerator,
     models: Vec<&Model>,
     sources: Vec<&Source>,
+    snapshots: Vec<&Snapshot>,
 ) -> PathMap {
     let model_entries = models.iter().map(|model| {
         (
@@ -348,14 +387,33 @@ pub fn create_path_map(
     let source_entries = sources
         .iter()
         .map(|source| (source.name.to_string(), source.path.to_string()));
-    model_entries.chain(source_entries).collect()
+    let snapshot_entries = snapshots.iter().map(|snapshot| {
+        (
+            snapshot.name.to_string(),
+            database.return_full_path_requirement(&snapshot.name),
+        )
+    });
+    model_entries
+        .chain(source_entries)
+        .chain(snapshot_entries)
+        .collect()
 }
 
+/// get_path_bufs returns a list of paths to files in a folder with a particular extension of
+/// interest. It also allows for an optional suffix to be ignored.
+///
+/// For example, if you have a folder with the following files:
+/// - file1.sql
+/// - file2.sql
+/// - file3.snapshot.sql
+/// The function would return a list of paths to file1.sql and file2.sql if the extension of
+/// interest is 'sql' and the ignore suffix is 'snapshot.sql'.
 async fn get_path_bufs(
     filesystem: &impl FileSystem,
     project_root: &str,
     folder: &str,
     extension_of_interest: &str,
+    ignore_suffix: Option<&str>,
 ) -> Result<Vec<PathBuf>, String> {
     let mut out = PathBuf::from(project_root);
     out.push(folder);
@@ -371,7 +429,10 @@ async fn get_path_bufs(
         .map(PathBuf::from)
         .collect::<Vec<PathBuf>>()
         .iter()
-        .filter(|path: &&PathBuf| path.extension() == Some(OsStr::new(extension_of_interest)))
+        .filter(|path: &&PathBuf| {
+            path.extension() == Some(OsStr::new(extension_of_interest))
+                && ignore_suffix.map_or(true, |suffix| !path.to_string_lossy().ends_with(suffix))
+        })
         .map(|path| Ok(path.clone()))
         .collect()
 }
@@ -379,9 +440,16 @@ async fn get_path_bufs(
 async fn parse_models(
     filesystem: &impl FileSystem,
     project_root: &str,
-    model_definitions: &ModelDefinition,
+    model_definitions: &ProjectFileModelDefinitions,
 ) -> Result<BTreeMap<String, Model>, String> {
-    let paths = get_path_bufs(filesystem, project_root, PATH_FOR_MODELS, EXTENSION_SQL).await?;
+    let paths = get_path_bufs(
+        filesystem,
+        project_root,
+        PATH_FOR_MODELS,
+        EXTENSION_SQL,
+        Some(EXTENSION_SNAPSHOT_SQL),
+    )
+    .await?;
 
     let models = paths
         .iter()
@@ -408,10 +476,156 @@ async fn parse_models(
     Ok(model_map)
 }
 
+type ProjectFileSnapshotDefinitions = HashMap<String, quary_proto::project_file::Snapshot>;
+
+async fn parse_snapshots(
+    filesystem: &impl FileSystem,
+    project_root: &str,
+    project_file_snapshot_definitions: &ProjectFileSnapshotDefinitions,
+) -> Result<BTreeMap<String, Snapshot>, String> {
+    let paths = get_path_bufs(
+        filesystem,
+        project_root,
+        PATH_FOR_MODELS,
+        EXTENSION_SQL,
+        None,
+    )
+    .await?
+    .into_iter()
+    .filter(|path| {
+        path.to_str()
+            .unwrap_or("")
+            .ends_with(EXTENSION_SNAPSHOT_SQL)
+    })
+    .collect::<Vec<_>>();
+
+    let snapshots = paths
+        .iter()
+        .map(|path| async move {
+            parse_snapshot(
+                filesystem,
+                project_file_snapshot_definitions,
+                path.to_str()
+                    .ok_or(format!("Could not parse snapshot path: {:?}", path))?,
+            )
+            .await
+        })
+        .collect::<Vec<_>>();
+    let snapshots = futures::future::join_all(snapshots)
+        .await
+        .into_iter()
+        .collect::<Result<Vec<_>, _>>()?;
+
+    let mut snapshot_map = BTreeMap::<String, Snapshot>::new();
+    for snapshot in snapshots {
+        safe_adder_map(&mut snapshot_map, snapshot.name.clone(), snapshot)?;
+    }
+
+    Ok(snapshot_map)
+}
+
+async fn parse_snapshot(
+    file_system: &impl FileSystem,
+    project_file_snapshot_definitions: &ProjectFileSnapshotDefinitions,
+    sql_path: &str,
+) -> Result<Snapshot, String> {
+    let path_buf = Path::new(sql_path);
+    let name = path_buf
+        .file_stem()
+        .ok_or_else(|| format!("Could not parse snapshot name from path: {:?}", path_buf))?;
+    let name = name
+        .to_str()
+        .ok_or(format!(
+            "Could not parse snapshot name from path: {:?}",
+            path_buf
+        ))?
+        .to_string();
+    let name = name.trim_end_matches(".snapshot").to_string();
+
+    let snapshot_definition = project_file_snapshot_definitions.get(&name).ok_or(format!(
+        "Could not find snapshot definition for snapshot: {}",
+        name
+    ))?;
+
+    let description = snapshot_definition.description.clone();
+    let tags = snapshot_definition.tags.clone();
+    let unique_key = snapshot_definition.unique_key.clone();
+    let strategy = snapshot_definition
+        .strategy
+        .clone()
+        .ok_or(format!("Could not find strategy for snapshot: {}", name))?;
+    let strategy = match strategy.strategy_type {
+        Some(quary_proto::project_file::snapshot_strategy::StrategyType::Timestamp(timestamp)) => {
+            Ok(SnapshotStrategy {
+                strategy_type: Some(
+                    quary_proto::snapshot::snapshot_strategy::StrategyType::Timestamp(
+                        quary_proto::snapshot::snapshot_strategy::TimestampStrategy {
+                            updated_at: timestamp.updated_at.clone(),
+                        },
+                    ),
+                ),
+            })
+        }
+        _ => Err(format!("Invalid strategy type for snapshot: {}", name)),
+    }?;
+
+    let mut file = file_system
+        .read_file(sql_path)
+        .await
+        .map_err(|e| format!("failed to read file: {:?}", e))?;
+    let mut contents = String::new();
+    file.read_to_string(&mut contents)
+        .await
+        .map_err(|e| format!("failed to read string: {:?}", e))?;
+
+    let contents = remove_sql_comments(&contents);
+
+    let reference_search = return_reference_search(DEFAULT_SCHEMA_PREFIX)
+        .map_err(|e| format!("Could not parse reference search from schema name: {:?}", e))?;
+    let references: Vec<String> = reference_search
+        .captures_iter(&contents)
+        .map(|cap| {
+            cap.iter()
+                .map(|m| {
+                    Ok(m.ok_or(format!(
+                        "Could not parse reference search from schema name: {:?}",
+                        m
+                    ))?
+                    .as_str()
+                    .to_string())
+                })
+                .skip(1)
+                .step_by(2)
+                .collect::<Result<Vec<_>, String>>()
+        })
+        .collect::<Result<Vec<Vec<_>>, String>>()?
+        .into_iter()
+        .flatten()
+        .collect::<BTreeSet<_>>()
+        .into_iter()
+        .collect();
+
+    let file_sha256_hash = derive_sha256_file_contents(file_system, sql_path).await?;
+
+    if references.contains(&name) {
+        return Err(format!("snapshot {} has a reference to itself", name));
+    }
+    Ok(Snapshot {
+        name,
+        description,
+        tags,
+        unique_key,
+        file_sha256_hash,
+        strategy: Some(strategy),
+        file_path: sql_path.to_string(),
+        references,
+    })
+}
+
 /// validate_models checks that the model names are valid. The checks it perrgo forms are:
 /// - model names cannot start with 'qqq' as this is reserved for internal use
 /// - model names cannot contain spaces
-fn validate_models(models: &BTreeMap<String, Model>) -> Result<(), String> {
+fn validate_models<T>(models: &BTreeMap<String, T>) -> Result<(), String> {
     if let Some(invalid) = models.keys().find(|name| name.starts_with("qqq")) {
         return Err(format!("model name {:?} starts with 'qqq'", invalid));
     }
@@ -421,11 +635,11 @@ fn validate_models(models: &BTreeMap<String, Model>) -> Result<(), String> {
     Ok(())
 }
 
-pub type ModelDefinition = HashMap<String, quary_proto::project_file::Model>;
+type ProjectFileModelDefinitions = HashMap<String, quary_proto::project_file::Model>;
 
 async fn parse_model(
     file_system: &impl FileSystem,
-    model_definitions: &ModelDefinition,
+    project_file_model_definitions: &ProjectFileModelDefinitions,
     sql_path: &str,
 ) -> Result<Model, String> {
     let path_buf = Path::new(sql_path);
@@ -441,7 +655,7 @@ async fn parse_model(
         ))?
         .to_string();
 
-    let model_definition = model_definitions.get(&name);
+    let model_definition = project_file_model_definitions.get(&name);
     let description = model_definition
         .map(|model| model.description.clone())
         .unwrap_or(None);
@@ -518,7 +732,14 @@ async fn parse_seeds<'a>(
     filesystem: &'a impl FileSystem,
     project_root: &'a str,
 ) -> Result<Vec<(String, Seed)>, String> {
-    let paths = get_path_bufs(filesystem, project_root, PATH_FOR_SEEDS, EXTENSION_CSV).await?;
+    let paths = get_path_bufs(
+        filesystem,
+        project_root,
+        PATH_FOR_SEEDS,
+        EXTENSION_CSV,
+        None,
+    )
+    .await?;
 
     let seeds = paths
         .iter()
@@ -554,7 +775,14 @@ pub async fn parse_project_files(
     project_root: &str,
     database: &impl DatabaseQueryGenerator, // Map of full path to project file and project file
 ) -> Result<HashMap<String, ProjectFile>, String> {
-    let paths = get_path_bufs(filesystem, project_root, PATH_FOR_MODELS, EXTENSION_YAML).await?;
+    let paths = get_path_bufs(
+        filesystem,
+        project_root,
+        PATH_FOR_MODELS,
+        EXTENSION_YAML,
+        None,
+    )
+    .await?;
 
     let project_files = paths
         .iter()
@@ -1067,6 +1295,78 @@ pub async fn project_and_fs_to_sql_for_views(
     Ok(seeds_out)
 }
 
+/// Generates SQL statements for snapshots based on the project and file system.
+pub async fn project_and_fs_to_sql_for_snapshots(
+    project: &Project,
+    file_system: &impl FileSystem,
+    database: &impl DatabaseQueryGenerator,
+) -> Result<Vec<(String, Vec<String>)>, String> {
+    let snapshots_out = project.snapshots.values().map(|snapshot| async move {
+        let connection_config = project
+            .connection_config
+            .clone()
+            .ok_or("missing connection config")?;
+        let sql_statements =
+            generate_snapshot_sql(&connection_config, project, database, file_system, snapshot)
+                .await?;
+        Ok::<(String, Vec<String>), String>((snapshot.name.clone(), sql_statements))
+    });
+
+    let snapshots_out: Vec<_> = futures::future::join_all(snapshots_out)
+        .await
+        .into_iter()
+        .collect::<Result<_, _>>()?;
+    Ok(snapshots_out)
+}
+
+/// Generates SQL statements for a specific snapshot.
+async fn generate_snapshot_sql(
+    connection_config: &ConnectionConfig,
+    project: &Project,
+    database: &impl DatabaseQueryGenerator,
+    file_system: &impl FileSystem,
+    snapshot: &Snapshot,
+) -> Result<Vec<String>, String> {
+    let snapshot_strategy = snapshot
+        .strategy
+        .clone()
+        .ok_or("missing snapshot strategy")?
+        .strategy_type
+        .ok_or("missing strategy type")?;
+    let snapshot_path = database.return_full_path_requirement(&snapshot.name);
+    let file = file_system
+        .read_file(&snapshot.file_path)
+        .await
+        .map_err(|e| {
+            format!(
+                "failed to read file {:?} with error {:?}",
+                &snapshot.file_path, e
+            )
+        })?;
+    let raw_query = read_normalise_model(file).await?;
+    let vars_replaced_select_statement =
+        replace_variable_templates_with_variable_defined_in_config(&raw_query, connection_config)?;
+
+    let sources = &project.sources;
+    let name_replacing_strategy = move |s: &regex::Captures| {
+        let replaced = replace_reference_string_found_with_database(sources, &database)(s);
+        let replaced = replaced.trim();
+        format!(" {}", replaced)
+    };
+
+    let reference_search =
+        return_reference_search(DEFAULT_SCHEMA_PREFIX).map_err(|e| e.to_string())?;
+    let templated_select =
+        reference_search.replace_all(&vars_replaced_select_statement, name_replacing_strategy);
+
+    database.generate_snapshot_sql(
+        &snapshot_path,
+        &templated_select,
+        &snapshot.unique_key,
+        &snapshot_strategy,
+    )
+}
+
 /// convertToSelectStatements takes in an array of model/seed and returns a string that can be used in a select statement.
 /// It also replaces any q.references with the actual name that is in the select. It uses no views.
 ///
@@ -1242,7 +1542,7 @@ async fn render_model_select_statement(
 
 pub fn replace_variable_templates_with_variable_defined_in_config(
     sql: &str,
-    connection_config: &quary_proto::ConnectionConfig,
+    connection_config: &ConnectionConfig,
 ) -> Result<String, String> {
     let re = regex::Regex::new(r"\{\{\s*var\('([^']+)'\)\s*\}\}").map_err(|e| e.to_string())?;
 
@@ -1331,6 +1631,7 @@ struct NodeWithName {
 const EXTENSION_CSV: &str = "csv";
 const EXTENSION_YAML: &str = "yaml";
 const EXTENSION_SQL: &str = "sql";
+const EXTENSION_SNAPSHOT_SQL: &str = ".snapshot.sql";
 
 pub(crate) const PATH_FOR_SEEDS: &str = "seeds";
 pub const PATH_FOR_MODELS: &str = "models";
@@ -1448,7 +1749,8 @@ mod test {
         }]
         .into_iter()
         .map(|m| (m.name.clone(), m))
-        .collect::<HashMap<String, _>>() as ModelDefinition;
+        .collect::<HashMap<String, _>>()
+            as ProjectFileModelDefinitions;
 
         let model = parse_model(&file_system, &model_definitions, "models/test.sql")
             .await
@@ -1462,6 +1764,39 @@ mod test {
         assert_eq!(model.references[1], "stg_shifts");
     }
 
+    #[tokio::test]
+    async fn test_parse_models_excludes_snapshots() {
+        let file_system = quary_proto::FileSystem {
+            files: vec![
+                (
+                    "models/orders.sql".to_string(),
+                    quary_proto::File {
+                        name: "models/orders.sql".to_string(),
+                        contents: prost::bytes::Bytes::from("SELECT * FROM q.raw_orders"),
+                    },
+                ),
+                (
+                    "models/orders_snapshot.snapshot.sql".to_string(),
+                    quary_proto::File {
+                        name: "models/orders_snapshot.snapshot.sql".to_string(),
+                        contents: prost::bytes::Bytes::from("SELECT * FROM q.raw_orders"),
+                    },
+                ),
+            ]
+            .into_iter()
+            .collect(),
+        };
+        let model_definitions = HashMap::new();
+
+        let models = parse_models(&file_system, "", &model_definitions)
+            .await
+            .unwrap();
+
+        assert_eq!(models.len(), 1);
+        assert!(models.contains_key("orders"));
+        assert!(!models.contains_key("orders_snapshot"));
+    }
+
     #[tokio::test]
     async fn test_parse_project_on_init() {
         let database = DatabaseQueryGeneratorSqlite::default();
@@ -2296,7 +2631,7 @@ sources:
 
     #[test]
     fn test_replace_variable_with_config_variables() {
-        let connection_config = quary_proto::ConnectionConfig {
+        let connection_config = ConnectionConfig {
             config: Default::default(),
             vars: vec![
                 quary_proto::Var {
@@ -2376,6 +2711,347 @@ models:
         parse_project(&file_system, &database, "").await.unwrap();
     }
 
+    #[tokio::test]
+    async fn test_parse_project_with_snapshots() {
+        let database = DatabaseQueryGeneratorSqlite::default();
+        let fs = quary_proto::FileSystem {
+            files: HashMap::from([
+                (
+                    "quary.yaml".to_string(),
+                    quary_proto::File {
+                        name: "quary.yaml".to_string(),
+                        contents: prost::bytes::Bytes::from("sqliteInMemory: {}".as_bytes()),
+                    },
+                ),
+                (
+                    "models/orders_snapshot.snapshot.sql".to_string(),
+                    quary_proto::File {
+                        name: "models/orders_snapshot.snapshot.sql".to_string(),
+                        contents: prost::bytes::Bytes::from("SELECT * FROM q.raw_orders"),
+                    },
+                ),
+                (
+                    "models/schema.yaml".to_string(),
+                    quary_proto::File {
+                        name: "models/schema.yaml".to_string(),
+                        contents: prost::bytes::Bytes::from(
+                            "
+    sources:
+      - name: raw_orders
+        path: raw_orders_source                            
+    snapshots:
+      - name: orders_snapshot
+        description: Some snapshot description
+        unique_key: id
+        strategy:
+          timestamp:
+            updated_at: updated_at
+    ",
+                        ),
+                    },
+                ),
+            ]),
+        };
+
+        let expected_snapshot = Snapshot {
+            name: "orders_snapshot".to_string(),
+            description: Some("Some snapshot description".to_string()),
+            tags: vec![],
+            unique_key: "id".to_string(),
+            file_sha256_hash: "9560ffc874f8bafc47ab8a6c531574e16f890ab7f0269b738256dce7a2a8d41d"
+                .to_string(),
+            strategy: Some(SnapshotStrategy {
+                strategy_type: Some(
+                    quary_proto::snapshot::snapshot_strategy::StrategyType::Timestamp(
+                        quary_proto::snapshot::snapshot_strategy::TimestampStrategy {
+                            updated_at: "updated_at".to_string(),
+                        },
+                    ),
+                ),
+            }),
+            references: vec!["raw_orders".to_string()],
+            file_path: "models/orders_snapshot.snapshot.sql".to_string(),
+        };
+
+        let project = parse_project(&fs, &database, "").await.unwrap();
+
+        assert_eq!(project.snapshots.len(), 1);
+        assert_eq!(project.snapshots["orders_snapshot"], expected_snapshot);
+    }
+
+    #[tokio::test]
+    async fn test_parse_project_with_snapshots_invalid_model_reference() {
+        let database = DatabaseQueryGeneratorSqlite::default();
+        let fs = quary_proto::FileSystem {
+            files: HashMap::from([
+                (
+                    "quary.yaml".to_string(),
+                    quary_proto::File {
+                        name: "quary.yaml".to_string(),
+                        contents: prost::bytes::Bytes::from("sqliteInMemory: {}".as_bytes()),
+                    },
+                ),
+                (
+                    "models/stg_orders.sql".to_string(),
+                    quary_proto::File {
+                        name: "models/stg_orders.sql".to_string(),
+                        contents: prost::bytes::Bytes::from("SELECT * FROM q.raw_orders"),
+                    },
+                ),
+                (
+                    "models/orders_snapshot.snapshot.sql".to_string(),
+                    quary_proto::File {
+                        name: "models/orders_snapshot.snapshot.sql".to_string(),
+                        contents: prost::bytes::Bytes::from("SELECT * FROM q.stg_orders"),
+                    },
+                ),
+                (
+                    "models/schema.yaml".to_string(),
+                    quary_proto::File {
+                        name: "models/schema.yaml".to_string(),
+                        contents: prost::bytes::Bytes::from(
+                            "
+    sources:
+      - name: raw_orders
+        path: raw_orders_source  
+    models:
+      - name: stg_orders                     
+    snapshots:
+      - name: orders_snapshot
+        unique_key: id
+        strategy:
+          timestamp:
+            updated_at: updated_at
+    ",
+                        ),
+                    },
+                ),
+            ]),
+        };
+
+        let parse_project_result = parse_project(&fs, &database, "").await;
+        assert_eq!(Err("snapshot \"orders_snapshot\" has reference to \"stg_orders\" which is not a source or seed".to_string()), parse_project_result)
+    }
+
+    #[tokio::test]
+    async fn test_parse_project_with_snapshots_invalid_self_reference() {
+        let database = DatabaseQueryGeneratorSqlite::default();
+        let fs = quary_proto::FileSystem {
+            files: HashMap::from([
+                (
+                    "quary.yaml".to_string(),
+                    quary_proto::File {
+                        name: "quary.yaml".to_string(),
+                        contents: prost::bytes::Bytes::from("sqliteInMemory: {}".as_bytes()),
+                    },
+                ),
+                (
+                    "models/stg_orders.sql".to_string(),
+                    quary_proto::File {
+                        name: "models/stg_orders.sql".to_string(),
+                        contents: prost::bytes::Bytes::from("SELECT * FROM q.raw_orders"),
+                    },
+                ),
+                (
+                    "models/orders_snapshot.snapshot.sql".to_string(),
+                    quary_proto::File {
+                        name: "models/orders_snapshot.snapshot.sql".to_string(),
+                        contents: prost::bytes::Bytes::from("SELECT * FROM q.orders_snapshot"),
+                    },
+                ),
+                (
+                    "models/schema.yaml".to_string(),
+                    quary_proto::File {
+                        name: "models/schema.yaml".to_string(),
+                        contents: prost::bytes::Bytes::from(
+                            "
+    sources:
+      - name: raw_orders
+        path: raw_orders_source  
+    models:
+      - name: stg_orders                     
+    snapshots:
+      - name: orders_snapshot
+        unique_key: id
+        strategy:
+          timestamp:
+            updated_at: updated_at
+    ",
+                        ),
+                    },
+                ),
+            ]),
+        };
+
+        let parse_project_result = parse_project(&fs, &database, "").await;
+        assert_eq!(
+            Err("snapshot orders_snapshot has a reference to itself".to_string()),
+            parse_project_result
+        )
+    }
+
+    #[tokio::test]
+    async fn test_parse_project_with_snapshots_undefined_source() {
+        let database = DatabaseQueryGeneratorSqlite::default();
+        let fs = quary_proto::FileSystem {
+            files: HashMap::from([
+                (
+                    "quary.yaml".to_string(),
+                    quary_proto::File {
+                        name: "quary.yaml".to_string(),
+                        contents: prost::bytes::Bytes::from("sqliteInMemory: {}".as_bytes()),
+                    },
+                ),
+                (
+                    "models/stg_orders.sql".to_string(),
+                    quary_proto::File {
+                        name: "models/stg_orders.sql".to_string(),
+                        contents: prost::bytes::Bytes::from("SELECT * FROM q.raw_orders"),
+                    },
+                ),
+                (
+                    "models/orders_snapshot.snapshot.sql".to_string(),
+                    quary_proto::File {
+                        name: "models/orders_snapshot.snapshot.sql".to_string(),
+                        contents: prost::bytes::Bytes::from("SELECT * FROM q.raw_random"),
+                    },
+                ),
+                (
+                    "models/schema.yaml".to_string(),
+                    quary_proto::File {
+                        name: "models/schema.yaml".to_string(),
+                        contents: prost::bytes::Bytes::from(
+                            "
+    sources:
+      - name: raw_orders
+        path: raw_orders_source  
+    models:
+      - name: stg_orders                     
+    snapshots:
+      - name: orders_snapshot
+        unique_key: id
+        strategy:
+          timestamp:
+            updated_at: updated_at
+    ",
+                        ),
+                    },
+                ),
+            ]),
+        };
+
+        let parse_project_result = parse_project(&fs, &database, "").await;
+        assert_eq!(
+            Err("snapshot \"orders_snapshot\" has reference to \"raw_random\" which is not a source or seed".to_string()),
+            parse_project_result
+        )
+    }
+
+    #[tokio::test]
+    async fn test_parse_project_with_snapshots_missing_definition_in_project_files() {
+        let database = DatabaseQueryGeneratorSqlite::default();
+        let fs = quary_proto::FileSystem {
+            files: HashMap::from([
+                (
+                    "quary.yaml".to_string(),
+                    quary_proto::File {
+                        name: "quary.yaml".to_string(),
+                        contents: prost::bytes::Bytes::from("sqliteInMemory: {}".as_bytes()),
+                    },
+                ),
+                (
+                    "models/stg_orders.sql".to_string(),
+                    quary_proto::File {
+                        name: "models/stg_orders.sql".to_string(),
+                        contents: prost::bytes::Bytes::from("SELECT * FROM q.raw_orders"),
+                    },
+                ),
+                (
+                    "models/orders_snapshot.snapshot.sql".to_string(),
+                    quary_proto::File {
+                        name: "models/orders_snapshot.snapshot.sql".to_string(),
+                        contents: prost::bytes::Bytes::from("SELECT * FROM q.raw_random"),
+                    },
+                ),
+                (
+                    "models/schema.yaml".to_string(),
+                    quary_proto::File {
+                        name: "models/schema.yaml".to_string(),
+                        contents: prost::bytes::Bytes::from(
+                            "
+    sources:
+      - name: raw_orders
+        path: raw_orders_source  
+    models:
+      - name: stg_orders                     
+    ",
+                        ),
+                    },
+                ),
+            ]),
+        };
+
+        let parse_project_result = parse_project(&fs, &database, "").await;
+        assert_eq!(
+            Err("Could not find snapshot definition for snapshot: orders_snapshot".to_string()),
+            parse_project_result
+        )
+    }
+
+    #[tokio::test]
+    async fn test_parse_project_with_snapshots_missing_strategy_in_definition_in_project_files() {
+        let database = DatabaseQueryGeneratorSqlite::default();
+        let fs = quary_proto::FileSystem {
+            files: HashMap::from([
+                (
+                    "quary.yaml".to_string(),
+                    quary_proto::File {
+                        name: "quary.yaml".to_string(),
+                        contents: prost::bytes::Bytes::from("sqliteInMemory: {}".as_bytes()),
+                    },
+                ),
+                (
+                    "models/stg_orders.sql".to_string(),
+                    quary_proto::File {
+                        name: "models/stg_orders.sql".to_string(),
+                        contents: prost::bytes::Bytes::from("SELECT * FROM q.raw_orders"),
+                    },
+                ),
+                (
+                    "models/orders_snapshot.snapshot.sql".to_string(),
+                    quary_proto::File {
+                        name: "models/orders_snapshot.snapshot.sql".to_string(),
+                        contents: prost::bytes::Bytes::from("SELECT * FROM q.raw_random"),
+                    },
+                ),
+                (
+                    "models/schema.yaml".to_string(),
+                    quary_proto::File {
+                        name: "models/schema.yaml".to_string(),
+                        contents: prost::bytes::Bytes::from(
+                            "
+    sources:
+      - name: raw_orders
+        path: raw_orders_source  
+    models:
+      - name: stg_orders                     
+    snapshots:
+      - name: orders_snapshot
+        unique_key: id
+    ",
+                        ),
+                    },
+                ),
+            ]),
+        };
+
+        let parse_project_result = parse_project(&fs, &database, "").await;
+        assert_eq!(
+            Err("Could not find strategy for snapshot: orders_snapshot".to_string()),
+            parse_project_result
+        )
+    }
+
     // TODO Reinstate after making get_node_sorted completely deterministic
     // #[test]
     // fn test_project_and_fs_to_sql_for_views() {
diff --git a/rust/core/src/project_file.rs b/rust/core/src/project_file.rs
index 7736833f..1a831f54 100644
--- a/rust/core/src/project_file.rs
+++ b/rust/core/src/project_file.rs
@@ -57,6 +57,8 @@ mod tests {
             }],
             snapshots: vec![Snapshot {
                 name: "orders_snapshot".to_string(),
+                description: Some("test description for snapshot".to_string()),
+                tags: vec![],
                 unique_key: "id".to_string(),
                 strategy: Some(SnapshotStrategy {
                     strategy_type: Some(snapshot_strategy::StrategyType::Timestamp(
diff --git a/rust/core/src/project_tests.rs b/rust/core/src/project_tests.rs
index bae1a7a0..01f829b7 100644
--- a/rust/core/src/project_tests.rs
+++ b/rust/core/src/project_tests.rs
@@ -237,6 +237,7 @@ pub async fn return_tests_sql(
                             database,
                             project.models.values().collect(),
                             project.sources.values().collect(),
+                            project.snapshots.values().collect(),
                         );
                         let reference_search = return_reference_search(DEFAULT_SCHEMA_PREFIX)
                             .map_err(|e| format!("failed to return reference search: {}", e))?;
diff --git a/rust/dbt-converter/Cargo.toml b/rust/dbt-converter/Cargo.toml
index 69c34ad2..33e8c636 100644
--- a/rust/dbt-converter/Cargo.toml
+++ b/rust/dbt-converter/Cargo.toml
@@ -1,8 +1,8 @@
 [package]
 name = "dbt-converter"
-version = "0.0.108"
+version = "0.0.111"
 edition = "2021"
-rust-version = "1.77.1"
+rust-version = "1.77.2"
 
 [dependencies]
 serde_yaml = "0.9"
diff --git a/rust/quary-databases/Cargo.toml b/rust/quary-databases/Cargo.toml
index c7c220c7..b74e535b 100644
--- a/rust/quary-databases/Cargo.toml
+++ b/rust/quary-databases/Cargo.toml
@@ -1,8 +1,8 @@
 [package]
 name = "quary-databases"
-version = "0.0.108"
+version = "0.0.111"
 edition = "2021"
-rust-version = "1.77.1"
+rust-version = "1.77.2"
 
 # See more keys and their definitions at https://doc.rust-lang.org/cargo/reference/manifest.html
 
@@ -11,15 +11,16 @@ yup-oauth2 = { version = "8", default-features = false }
 quary-core = { path = "../core" }
 quary_proto = { path = "../../proto/gen/rust" }
 tokio = { version = "1", features = ["full"] }
-sqlx = { version = "0.7", features = ["runtime-tokio-rustls", "sqlite", "postgres"] }
+sqlx = { version = "0.7", features = ["runtime-tokio-rustls", "sqlite", "postgres", "chrono"] }
 async-trait = "0.1"
 gcp-bigquery-client = "0.18"
 prost = "0.12"
-google-cloud-auth = { version = "0.13", default-features = false, features = ["external-account", "rustls-tls"] }
+google-cloud-auth = { version = "0.14", default-features = false, features = ["external-account", "rustls-tls"] }
 snowflake-api = { path = "../snowflake-api" }
-arrow-array = "50"
+arrow-array = "51"
 duckdb = { version = "0.10", features = ["bundled"] }
 regex = "1.10.4"
+chrono = "0.4"
 
 [dev-dependencies]
 assert_cmd = "2"
diff --git a/rust/quary-databases/src/databases_connection.rs b/rust/quary-databases/src/databases_connection.rs
index 779757b1..f7a65512 100644
--- a/rust/quary-databases/src/databases_connection.rs
+++ b/rust/quary-databases/src/databases_connection.rs
@@ -93,8 +93,6 @@ pub async fn database_from_config(
             PostgresConfig(config) => {
                 let host = env::var("PGHOST")
                     .map_err(|_| "PGHOST must be set to connect to Postgres".to_string())?;
-                let port = env::var("PGPORT")
-                    .map_err(|_| "PGPORT must be set to connect to Postgres".to_string())?;
                 let user = env::var("PGUSER")
                     .map_err(|_| "PGUSER must be set to connect to Postgres".to_string())?;
                 let password = env::var("PGPASSWORD")
@@ -102,6 +100,11 @@ pub async fn database_from_config(
                 let database = env::var("PGDATABASE")
                     .map_err(|_| "PGDATABASE must be set to connect to Postgres".to_string())?;
 
+                let port = if let Ok(port) = env::var("PGPORT") {
+                    Some(port)
+                } else {
+                    None
+                };
                 let ssl_mode = if let Ok(ssl_mode) = env::var("PGSSLMODE") {
                     Some(ssl_mode.to_string())
                 } else {
@@ -122,10 +125,15 @@ pub async fn database_from_config(
                 } else {
                     None
                 };
+                let channel_binding = if let Ok(channel_binding) = env::var("PGCHANNELBINDING") {
+                    Some(channel_binding.to_string())
+                } else {
+                    None
+                };
 
                 let database = Postgres::new(
                     &host,
-                    &port,
+                    port,
                     &user,
                     &password,
                     &database,
@@ -134,6 +142,7 @@ pub async fn database_from_config(
                     ssl_cert,
                     ssl_key,
                     ssl_root_cert,
+                    channel_binding,
                 )
                 .await
                 .map_err(|e| e.to_string())?;
@@ -167,13 +176,18 @@ pub fn database_query_generator_from_config(
             config.database,
             config.schema,
         ))),
-        Some(Duckdb(config)) => Ok(Box::new(DatabaseQueryGeneratorDuckDB::new(config.schema))),
-        Some(DuckdbInMemory(config)) => {
-            Ok(Box::new(DatabaseQueryGeneratorDuckDB::new(config.schema)))
-        }
-        Some(PostgresConfig(config)) => {
-            Ok(Box::new(DatabaseQueryGeneratorPostgres::new(config.schema)))
-        }
+        Some(Duckdb(config)) => Ok(Box::new(DatabaseQueryGeneratorDuckDB::new(
+            config.schema,
+            None,
+        ))),
+        Some(DuckdbInMemory(config)) => Ok(Box::new(DatabaseQueryGeneratorDuckDB::new(
+            config.schema,
+            None,
+        ))),
+        Some(PostgresConfig(config)) => Ok(Box::new(DatabaseQueryGeneratorPostgres::new(
+            config.schema,
+            None,
+        ))),
         _ => Err("not implemented".to_string()),
     }
 }
diff --git a/rust/quary-databases/src/databases_duckdb.rs b/rust/quary-databases/src/databases_duckdb.rs
index cf1caab7..a66221a2 100644
--- a/rust/quary-databases/src/databases_duckdb.rs
+++ b/rust/quary-databases/src/databases_duckdb.rs
@@ -1,4 +1,5 @@
-use duckdb::arrow::array::array;
+use chrono::{DateTime, Utc};
+use duckdb::arrow::array::{array, Array};
 use duckdb::arrow::record_batch::RecordBatch;
 use duckdb::{params, Connection};
 use quary_core::database_duckdb::DatabaseQueryGeneratorDuckDB;
@@ -48,12 +49,16 @@ impl DuckDB {
             schema,
         })
     }
+
+    fn default_schema() -> &'static str {
+        "main"
+    }
 }
 
 #[async_trait::async_trait]
 impl DatabaseConnection for DuckDB {
     async fn list_tables(&self) -> Result<Vec<TableAddress>, String> {
-        let results =  self.query("SELECT table_name FROM information_schema.tables WHERE table_type='BASE TABLE' ORDER BY table_name")
+        let results =  self.query("SELECT table_schema, table_name FROM information_schema.tables WHERE table_type='BASE TABLE' ORDER BY table_schema, table_name")
                 .await
                 .map_err(
                     |e| format!("Failed to get tables from DuckDB: {:?}", e))?;
@@ -62,17 +67,13 @@ impl DatabaseConnection for DuckDB {
             .into_iter()
             .map(|row| TableAddress {
                 name: row[0].clone(),
-                full_path: if let Some(schema) = &self.schema {
-                    format!("{}.{}", schema, row[0].clone())
-                } else {
-                    row[0].clone()
-                },
+                full_path: format!("{}.{}", row[0].clone(), row[1].clone()),
             })
             .collect())
     }
 
     async fn list_views(&self) -> Result<Vec<TableAddress>, String> {
-        let results = self.query("SELECT table_name FROM information_schema.tables WHERE table_type='VIEW' ORDER BY table_name")
+        let results = self.query("SELECT table_schema, table_name FROM information_schema.tables WHERE table_type='VIEW' ORDER BY table_schema, table_name")
             .await
             .map_err(
                 |e| format!("Failed to get views from DuckDB: {:?}", e),
@@ -82,31 +83,21 @@ impl DatabaseConnection for DuckDB {
             .into_iter()
             .map(|row| TableAddress {
                 name: row[0].clone(),
-                full_path: if let Some(schema) = &self.schema {
-                    format!("{}.{}", schema, row[0].clone())
-                } else {
-                    row[0].clone()
-                },
+                full_path: format!("{}.{}", row[0].clone(), row[1].clone()),
             })
             .collect())
     }
 
     async fn list_local_tables(&self) -> Result<Vec<TableAddress>, String> {
-        let results = if let Some(schema) = &self.schema {
+        let schema = self
+            .schema
+            .clone()
+            .unwrap_or(DuckDB::default_schema().to_string());
+        let results =
             self.query(&format!(
                 "SELECT table_name FROM information_schema.tables WHERE table_schema = '{}' AND table_type='BASE TABLE' ORDER BY table_name",
                 schema
-            ))
-                .await
-                .map_err(
-                    |e| format!("Failed to get tables from DuckDB: {:?}", e))
-                ?
-        } else {
-            self.query("SELECT table_name FROM information_schema.tables WHERE table_type='BASE TABLE' ORDER BY table_name")
-                .await                .map_err(
-                |e| format!("Failed to get tables from DuckDB: {:?}", e))
-                ?
-        };
+            )).await.map_err(|e| format!("Failed to get views from DuckDB: {:?}", e))?;
         Ok(results
             .rows
             .into_iter()
@@ -122,23 +113,15 @@ impl DatabaseConnection for DuckDB {
     }
 
     async fn list_local_views(&self) -> Result<Vec<TableAddress>, String> {
-        let results = if let Some(schema) = &self.schema {
+        let schema = self
+            .schema
+            .clone()
+            .unwrap_or(DuckDB::default_schema().to_string());
+        let results =
             self.query(&format!(
                 "SELECT table_name FROM information_schema.tables WHERE table_schema = '{}' AND table_type='VIEW' ORDER BY table_name",
                 schema
-            ))
-                .await
-                .map_err(
-                    |e| format!("Failed to get views from DuckDB: {:?}", e),
-                )
-                ?
-        } else {
-            self.query("SELECT table_name FROM information_schema.tables WHERE table_type='VIEW' ORDER BY table_name")
-                .await
-                .map_err(
-                    |e| format!("Failed to get views from DuckDB: {:?}", e),
-                )?
-        };
+            )).await.map_err(|e| format!("Failed to get views from DuckDB: {:?}", e))?;
         Ok(results
             .rows
             .into_iter()
@@ -227,13 +210,11 @@ impl DatabaseConnection for DuckDB {
     }
 
     fn query_generator(&self) -> Box<dyn DatabaseQueryGenerator> {
-        Box::new(DatabaseQueryGeneratorDuckDB::new(self.schema.clone()))
+        Box::new(DatabaseQueryGeneratorDuckDB::new(self.schema.clone(), None))
     }
 }
 
-fn convert_array_to_vec_string(
-    array: &[Arc<dyn array::Array>],
-) -> Result<Vec<Vec<String>>, String> {
+fn convert_array_to_vec_string(array: &[Arc<dyn Array>]) -> Result<Vec<Vec<String>>, String> {
     let num_rows = array[0].len();
     let num_columns = array.len();
     let mut rows = Vec::with_capacity(num_rows);
@@ -264,8 +245,24 @@ fn convert_array_to_vec_string(
                 rows[i][j] = date_array.value(i).to_string();
             } else if let Some(date_array) = array.as_any().downcast_ref::<array::Date32Array>() {
                 rows[i][j] = date_array.value(i).to_string();
+            } else if let Some(timestamp_array) = array
+                .as_any()
+                .downcast_ref::<array::TimestampMicrosecondArray>()
+            {
+                if timestamp_array.is_null(i) {
+                    rows[i][j] = "NULL".to_string();
+                } else {
+                    let timestamp_micros = timestamp_array.value(i);
+                    let datetime_utc = DateTime::<Utc>::from_timestamp(
+                        timestamp_micros / 1_000_000,
+                        (timestamp_micros % 1_000_000) as u32 * 1_000,
+                    )
+                    .ok_or("error converting timestamp to datetime")?;
+                    rows[i][j] = datetime_utc.format("%Y-%m-%d %H:%M:%S%.6f %Z").to_string();
+                }
             } else {
-                return Err("Unsupported array type".to_string());
+                let array_type = array.data_type();
+                return Err(format!("Unsupported array type: {:?}", array_type));
             }
         }
     }
@@ -277,10 +274,14 @@ fn convert_array_to_vec_string(
 #[cfg(test)]
 mod tests {
     use super::*;
+    use chrono::{DateTime, NaiveDateTime, Utc};
     use prost::bytes::Bytes;
-    use quary_core::project::{parse_project, project_and_fs_to_sql_for_views};
+    use quary_core::project::{
+        parse_project, project_and_fs_to_sql_for_snapshots, project_and_fs_to_sql_for_views,
+    };
     use quary_core::project_tests::return_tests_sql;
     use quary_proto::{File, FileSystem};
+    use std::time::SystemTime;
 
     #[tokio::test]
     async fn test_create_table_without_schema() {
@@ -749,4 +750,410 @@ sources:
             assert_eq!(results.rows.len(), 0, "test {} failed: {}", name, test);
         }
     }
+
+    #[tokio::test]
+    async fn test_snapshots_with_schema() {
+        // Create orders table
+
+        let target_schema = Some("analytics".to_string());
+        let database = DuckDB::new_in_memory(target_schema.clone()).unwrap();
+        database.exec("CREATE SCHEMA jaffle_shop").await.unwrap();
+
+        let datetime_str = "2023-01-01 01:00:00";
+
+        // Parse the string into a NaiveDateTime
+        let naive_datetime = NaiveDateTime::parse_from_str(datetime_str, "%Y-%m-%d %H:%M:%S")
+            .expect("Failed to parse datetime string");
+
+        // Convert NaiveDateTime to DateTime<Utc>
+        let datetime_utc = DateTime::<Utc>::from_utc(naive_datetime, Utc);
+
+        // Convert DateTime<Utc> to SystemTime
+        let system_time = SystemTime::from(datetime_utc);
+
+        let db_generator =
+            DatabaseQueryGeneratorDuckDB::new(target_schema.clone(), Some(system_time));
+
+        // Create orders table
+        database
+            .exec("CREATE TABLE jaffle_shop.raw_orders (order_id INTEGER, status VARCHAR(255), updated_at TIMESTAMP)")
+            .await
+            .unwrap();
+
+        // Insert some initial data
+        database
+            .exec("INSERT INTO jaffle_shop.raw_orders VALUES (1, 'in_progress', '2023-01-01 00:00:00'), (2, 'completed', '2023-01-01 00:00:00')")
+            .await
+            .unwrap();
+
+        let file_system = FileSystem {
+            files: vec![
+                ("quary.yaml", "duckdbInMemory: {schema: analytics}"),
+                (
+                    "models/orders_snapshot.snapshot.sql",
+                    "SELECT * FROM q.raw_orders",
+                ),
+                (
+                    "models/schema.yaml",
+                    "
+sources:
+  - name: raw_orders
+    path: jaffle_shop.raw_orders
+snapshots:
+  - name: orders_snapshot
+    unique_key: order_id
+    strategy:
+      timestamp:
+        updated_at: updated_at
+",
+                ),
+            ]
+            .iter()
+            .map(|(k, v)| {
+                (
+                    k.to_string(),
+                    File {
+                        name: k.to_string(),
+                        contents: Bytes::from(v.to_string()),
+                    },
+                )
+            })
+            .collect(),
+        };
+
+        let project = parse_project(&file_system, &db_generator, "")
+            .await
+            .unwrap();
+
+        let snapshots_sql =
+            project_and_fs_to_sql_for_snapshots(&project, &file_system, &db_generator)
+                .await
+                .unwrap();
+        for (_, sql) in snapshots_sql {
+            for statement in sql {
+                database.exec(statement.as_str()).await.unwrap()
+            }
+        }
+
+        // assert the data has been created correctly in the snapshot table
+        let data = database.query("SELECT order_id, status, updated_at, quary_valid_from, quary_valid_to, quary_scd_id FROM analytics.orders_snapshot").await.unwrap();
+
+        assert_eq!(
+            data.columns
+                .iter()
+                .map(|(column, _)| column)
+                .collect::<Vec<_>>(),
+            vec![
+                "order_id",
+                "status",
+                "updated_at",
+                "quary_valid_from",
+                "quary_valid_to",
+                "quary_scd_id"
+            ]
+        );
+        assert_eq!(
+            data.rows,
+            vec![
+                vec![
+                    "1",
+                    "in_progress",
+                    "2023-01-01 00:00:00.000000 UTC",
+                    "2023-01-01T01:00:00Z",
+                    "NULL",
+                    "77f50225cf5a52d15fecaa449be2dcc4"
+                ],
+                vec![
+                    "2",
+                    "completed",
+                    "2023-01-01 00:00:00.000000 UTC",
+                    "2023-01-01T01:00:00Z",
+                    "NULL",
+                    "3bb5cc6bb5b432df7712d067f57a3780"
+                ],
+            ]
+        );
+
+        database
+        .exec("UPDATE jaffle_shop.raw_orders SET status = 'completed', updated_at = '2023-01-01 02:00:00' WHERE order_id = 1")
+        .await
+        .unwrap();
+
+        let datetime_str_updated = "2023-01-01 03:00:00";
+
+        // Parse the string into a NaiveDateTime
+        let naive_datetime_updated =
+            NaiveDateTime::parse_from_str(datetime_str_updated, "%Y-%m-%d %H:%M:%S")
+                .expect("Failed to parse datetime string");
+
+        // Convert NaiveDateTime to DateTime<Utc>
+        let datetime_utc_updated = DateTime::<Utc>::from_utc(naive_datetime_updated, Utc);
+
+        // Convert DateTime<Utc> to SystemTime
+        let system_time_updated = SystemTime::from(datetime_utc_updated);
+
+        let db_generator_updated =
+            DatabaseQueryGeneratorDuckDB::new(target_schema, Some(system_time_updated));
+
+        let snapshots_sql =
+            project_and_fs_to_sql_for_snapshots(&project, &file_system, &db_generator_updated)
+                .await
+                .unwrap();
+
+        for (_, sql) in &snapshots_sql {
+            for statement in sql {
+                database.exec(statement.as_str()).await.unwrap()
+            }
+        }
+
+        // assert the data has been created correctly in the snapshot table
+        let data = database.query("SELECT order_id, status, updated_at, quary_valid_from, quary_valid_to, quary_scd_id FROM analytics.orders_snapshot ORDER BY order_id, quary_valid_from").await.unwrap();
+
+        assert_eq!(
+            data.columns
+                .iter()
+                .map(|(column, _)| column)
+                .collect::<Vec<_>>(),
+            vec![
+                "order_id",
+                "status",
+                "updated_at",
+                "quary_valid_from",
+                "quary_valid_to",
+                "quary_scd_id"
+            ]
+        );
+        assert_eq!(
+            data.rows,
+            vec![
+                vec![
+                    "1",
+                    "in_progress",
+                    "2023-01-01 00:00:00.000000 UTC",
+                    "2023-01-01T01:00:00Z",
+                    "2023-01-01 03:00:00.000000 UTC",
+                    "77f50225cf5a52d15fecaa449be2dcc4"
+                ],
+                vec![
+                    "1",
+                    "completed",
+                    "2023-01-01 02:00:00.000000 UTC",
+                    "2023-01-01T03:00:00Z",
+                    "NULL",
+                    "f5c7798e30814925cd1a61e9e5ef6683"
+                ],
+                vec![
+                    "2",
+                    "completed",
+                    "2023-01-01 00:00:00.000000 UTC",
+                    "2023-01-01T01:00:00Z",
+                    "NULL",
+                    "3bb5cc6bb5b432df7712d067f57a3780"
+                ],
+            ]
+        );
+    }
+
+    #[tokio::test]
+    async fn test_snapshots_without_schema() {
+        // Create orders table
+
+        let target_schema = None;
+        let database = DuckDB::new_in_memory(target_schema.clone()).unwrap();
+        database.exec("CREATE SCHEMA jaffle_shop").await.unwrap();
+
+        let datetime_str = "2023-01-01 01:00:00";
+
+        // Parse the string into a NaiveDateTime
+        let naive_datetime = NaiveDateTime::parse_from_str(datetime_str, "%Y-%m-%d %H:%M:%S")
+            .expect("Failed to parse datetime string");
+
+        // Convert NaiveDateTime to DateTime<Utc>
+        let datetime_utc = DateTime::<Utc>::from_utc(naive_datetime, Utc);
+
+        // Convert DateTime<Utc> to SystemTime
+        let system_time = SystemTime::from(datetime_utc);
+
+        let db_generator =
+            DatabaseQueryGeneratorDuckDB::new(target_schema.clone(), Some(system_time));
+
+        // Create orders table
+        database
+            .exec("CREATE TABLE jaffle_shop.raw_orders (order_id INTEGER, status VARCHAR(255), updated_at TIMESTAMP)")
+            .await
+            .unwrap();
+
+        // Insert some initial data
+        database
+            .exec("INSERT INTO jaffle_shop.raw_orders VALUES (1, 'in_progress', '2023-01-01 00:00:00'), (2, 'completed', '2023-01-01 00:00:00')")
+            .await
+            .unwrap();
+
+        let file_system = FileSystem {
+            files: vec![
+                ("quary.yaml", "duckdbInMemory: {schema: analytics}"),
+                (
+                    "models/orders_snapshot.snapshot.sql",
+                    "SELECT * FROM q.raw_orders",
+                ),
+                (
+                    "models/schema.yaml",
+                    "
+sources:
+  - name: raw_orders
+    path: jaffle_shop.raw_orders
+snapshots:
+  - name: orders_snapshot
+    unique_key: order_id
+    strategy:
+      timestamp:
+        updated_at: updated_at
+",
+                ),
+            ]
+            .iter()
+            .map(|(k, v)| {
+                (
+                    k.to_string(),
+                    File {
+                        name: k.to_string(),
+                        contents: Bytes::from(v.to_string()),
+                    },
+                )
+            })
+            .collect(),
+        };
+
+        let project = parse_project(&file_system, &db_generator, "")
+            .await
+            .unwrap();
+
+        let snapshots_sql =
+            project_and_fs_to_sql_for_snapshots(&project, &file_system, &db_generator)
+                .await
+                .unwrap();
+        for (_, sql) in snapshots_sql {
+            for statement in sql {
+                database.exec(statement.as_str()).await.unwrap()
+            }
+        }
+
+        // assert the data has been created correctly in the snapshot table
+        let data = database.query("SELECT order_id, status, updated_at, quary_valid_from, quary_valid_to, quary_scd_id FROM orders_snapshot").await.unwrap();
+
+        assert_eq!(
+            data.columns
+                .iter()
+                .map(|(column, _)| column)
+                .collect::<Vec<_>>(),
+            vec![
+                "order_id",
+                "status",
+                "updated_at",
+                "quary_valid_from",
+                "quary_valid_to",
+                "quary_scd_id"
+            ]
+        );
+        assert_eq!(
+            data.rows,
+            vec![
+                vec![
+                    "1",
+                    "in_progress",
+                    "2023-01-01 00:00:00.000000 UTC",
+                    "2023-01-01T01:00:00Z",
+                    "NULL",
+                    "77f50225cf5a52d15fecaa449be2dcc4"
+                ],
+                vec![
+                    "2",
+                    "completed",
+                    "2023-01-01 00:00:00.000000 UTC",
+                    "2023-01-01T01:00:00Z",
+                    "NULL",
+                    "3bb5cc6bb5b432df7712d067f57a3780"
+                ],
+            ]
+        );
+
+        database
+        .exec("UPDATE jaffle_shop.raw_orders SET status = 'completed', updated_at = '2023-01-01 02:00:00' WHERE order_id = 1")
+        .await
+        .unwrap();
+
+        let datetime_str_updated = "2023-01-01 03:00:00";
+
+        // Parse the string into a NaiveDateTime
+        let naive_datetime_updated =
+            NaiveDateTime::parse_from_str(datetime_str_updated, "%Y-%m-%d %H:%M:%S")
+                .expect("Failed to parse datetime string");
+
+        // Convert NaiveDateTime to DateTime<Utc>
+        let datetime_utc_updated = DateTime::<Utc>::from_utc(naive_datetime_updated, Utc);
+
+        // Convert DateTime<Utc> to SystemTime
+        let system_time_updated = SystemTime::from(datetime_utc_updated);
+
+        let db_generator_updated =
+            DatabaseQueryGeneratorDuckDB::new(target_schema, Some(system_time_updated));
+
+        let snapshots_sql =
+            project_and_fs_to_sql_for_snapshots(&project, &file_system, &db_generator_updated)
+                .await
+                .unwrap();
+
+        for (_, sql) in &snapshots_sql {
+            for statement in sql {
+                database.exec(statement.as_str()).await.unwrap()
+            }
+        }
+
+        // assert the data has been created correctly in the snapshot table
+        let data = database.query("SELECT order_id, status, updated_at, quary_valid_from, quary_valid_to, quary_scd_id FROM orders_snapshot ORDER BY order_id, quary_valid_from").await.unwrap();
+
+        assert_eq!(
+            data.columns
+                .iter()
+                .map(|(column, _)| column)
+                .collect::<Vec<_>>(),
+            vec![
+                "order_id",
+                "status",
+                "updated_at",
+                "quary_valid_from",
+                "quary_valid_to",
+                "quary_scd_id"
+            ]
+        );
+        assert_eq!(
+            data.rows,
+            vec![
+                vec![
+                    "1",
+                    "in_progress",
+                    "2023-01-01 00:00:00.000000 UTC",
+                    "2023-01-01T01:00:00Z",
+                    "2023-01-01 03:00:00.000000 UTC",
+                    "77f50225cf5a52d15fecaa449be2dcc4"
+                ],
+                vec![
+                    "1",
+                    "completed",
+                    "2023-01-01 02:00:00.000000 UTC",
+                    "2023-01-01T03:00:00Z",
+                    "NULL",
+                    "f5c7798e30814925cd1a61e9e5ef6683"
+                ],
+                vec![
+                    "2",
+                    "completed",
+                    "2023-01-01 00:00:00.000000 UTC",
+                    "2023-01-01T01:00:00Z",
+                    "NULL",
+                    "3bb5cc6bb5b432df7712d067f57a3780"
+                ],
+            ]
+        );
+    }
 }
diff --git a/rust/quary-databases/src/databases_postgres.rs b/rust/quary-databases/src/databases_postgres.rs
index 879dbd4f..27521c1f 100644
--- a/rust/quary-databases/src/databases_postgres.rs
+++ b/rust/quary-databases/src/databases_postgres.rs
@@ -1,11 +1,13 @@
 use async_trait::async_trait;
+use chrono::{DateTime, Utc};
 use quary_core::database_postgres::DatabaseQueryGeneratorPostgres;
 use quary_core::databases::{
     ColumnWithDetails, DatabaseConnection, DatabaseQueryGenerator, QueryError, QueryResult,
 };
 use quary_proto::TableAddress;
-use sqlx::postgres::PgPoolOptions;
+use sqlx::postgres::{PgPoolOptions, PgRow};
 use sqlx::{Column, Pool, Row};
+use sqlx::{Error, TypeInfo};
 use std::collections::HashMap;
 use std::fmt::Debug;
 
@@ -18,7 +20,7 @@ pub struct Postgres {
 impl Postgres {
     pub async fn new(
         host: &str,
-        port: &str,
+        port: Option<String>,
         user: &str,
         password: &str,
         database: &str,
@@ -27,12 +29,14 @@ impl Postgres {
         ssl_cert: Option<String>,
         ssl_key: Option<String>,
         ssl_root_cert: Option<String>,
-    ) -> Result<Self, sqlx::Error> {
+        channel_binding: Option<String>,
+    ) -> Result<Self, Error> {
         let params = HashMap::from([
             ("sslmode", ssl_mode),
             ("sslcert", ssl_cert),
             ("sslkey", ssl_key),
             ("sslrootcert", ssl_root_cert),
+            ("channel_binding", channel_binding),
         ])
         .into_iter()
         .filter_map(|(k, v)| v.map(|v| (k, v)))
@@ -46,6 +50,7 @@ impl Postgres {
         } else {
             Some(format!("?{}", params.join("&")))
         };
+        let port = port.unwrap_or("5432".to_string());
 
         let connection_string = format!(
             "postgres://{}:{}@{}:{}/{}{}",
@@ -65,95 +70,70 @@ impl Postgres {
     }
 }
 
+impl Postgres {
+    async fn list_table_like_query(&self, where_clause: &str) -> Result<Vec<TableAddress>, String> {
+        let query = format!(
+            "SELECT
+            CASE
+                WHEN table_schema <> lower(table_schema) THEN '\"' || table_schema || '\"'
+                ELSE table_schema
+            END AS table_schema,
+            CASE
+                WHEN table_name <> lower(table_name) THEN '\"' || table_name || '\"'
+                ELSE table_name
+            END AS table_name
+        FROM information_schema.tables
+        WHERE {}
+        ORDER BY table_schema, table_name",
+            where_clause
+        );
+
+        let rows = sqlx::query(query.as_str())
+            .fetch_all(&self.pool)
+            .await
+            .map_err(|e| e.to_string())?;
+
+        rows.into_iter()
+            .map(|row| {
+                let table_schema: String = row
+                    .try_get(0)
+                    .map_err(|e| format!("Error getting table schema: {}", e.to_string()))?;
+                let table_name: String = row
+                    .try_get(1)
+                    .map_err(|e| format!("Error getting table name: {}", e.to_string()))?;
+
+                Ok(TableAddress {
+                    name: table_name.clone(),
+                    full_path: format!("{}.{}", table_schema, table_name),
+                })
+            })
+            .collect()
+    }
+}
+
 #[async_trait]
 impl DatabaseConnection for Postgres {
     async fn list_tables(&self) -> Result<Vec<TableAddress>, String> {
-        let rows = sqlx::query(
-            "
-SELECT table_name, table_schema
-FROM information_schema.tables
-WHERE table_type = 'BASE TABLE' AND table_schema != 'information_schema' AND table_schema != 'pg_catalog'
-ORDER BY table_schema ASC, table_name ASC",
-        )
-        .fetch_all(&self.pool)
-        .await
-        .map_err(|e| e.to_string())?;
-        let mut tables = Vec::new();
-        for row in rows {
-            let table_name: String = row.get(0);
-            let table_schema: String = row.get(1);
-            tables.push(TableAddress {
-                name: table_name.clone(),
-                full_path: format!("{}.{}", table_schema, table_name),
-            });
-        }
-        Ok(tables)
+        let where_clause = "table_type = 'BASE TABLE' AND table_schema != 'information_schema' AND table_schema != 'pg_catalog'";
+        self.list_table_like_query(where_clause).await
     }
 
     async fn list_views(&self) -> Result<Vec<TableAddress>, String> {
-        let rows = sqlx::query(
-            "
-SELECT table_name, table_schema
-FROM information_schema.tables
-WHERE table_type = 'VIEW' AND table_schema != 'information_schema' AND table_schema != 'pg_catalog'
-ORDER BY table_schema ASC, table_name ASC",
-        )
-        .fetch_all(&self.pool)
-        .await
-        .map_err(|e| e.to_string())?;
-        let mut tables = Vec::new();
-        for row in rows {
-            let table_name: String = row.get(0);
-            let table_schema: String = row.get(1);
-            tables.push(TableAddress {
-                name: table_name.clone(),
-                full_path: format!("{}.{}", table_schema, table_name),
-            });
-        }
-        Ok(tables)
+        let where_clause = "table_type = 'VIEW' AND table_schema != 'information_schema' AND table_schema != 'pg_catalog'";
+        self.list_table_like_query(where_clause).await
     }
 
     async fn list_local_tables(&self) -> Result<Vec<TableAddress>, String> {
-        let rows = sqlx::query(
-            format!("SELECT table_name, table_schema FROM information_schema.tables WHERE table_schema = '{}' AND table_type = 'BASE TABLE' ORDER BY table_schema DESC, table_name DESC",
-                    self.schema).as_str(),
-        )
-        .fetch_all(&self.pool)
-        .await
-        .map_err(|e| e.to_string())?;
-
-        let mut tables = Vec::new();
-
-        for row in rows {
-            let table_name: String = row.get(0);
-            let table_schema: String = row.get(1);
-            tables.push(TableAddress {
-                name: table_name.clone(),
-                full_path: format!("{}.{}", table_schema, table_name),
-            });
-        }
-        Ok(tables)
+        let where_clause = format!(
+            "table_schema = '{}' AND table_type = 'BASE TABLE'",
+            self.schema
+        );
+        self.list_table_like_query(where_clause.as_str()).await
     }
 
     async fn list_local_views(&self) -> Result<Vec<TableAddress>, String> {
-        let rows = sqlx::query(
-            format!("SELECT table_name, table_schema FROM information_schema.tables WHERE table_schema = '{}' AND table_type = 'VIEW' ORDER BY table_schema DESC, table_name DESC", self.schema).as_str(),
-        )
-        .fetch_all(&self.pool)
-        .await
-        .map_err(|e| e.to_string())?;
-
-        let mut tables = Vec::new();
-
-        for row in rows {
-            let table_name: String = row.get(0);
-            let table_schema: String = row.get(1);
-            tables.push(TableAddress {
-                name: table_name.clone(),
-                full_path: format!("{}.{}", table_schema, table_name),
-            });
-        }
-        Ok(tables)
+        let where_clause = format!("table_schema = '{}' AND table_type = 'VIEW'", self.schema);
+        self.list_table_like_query(where_clause.as_str()).await
     }
 
     async fn list_columns(&self, table: &str) -> Result<Vec<ColumnWithDetails>, String> {
@@ -169,7 +149,10 @@ ORDER BY table_schema ASC, table_name ASC",
         let rows = sqlx::query(&format!(
             "
         SELECT
-            c.column_name,
+            CASE
+                WHEN c.column_name <> lower(c.column_name) THEN '\"' || c.column_name || '\"'
+                ELSE c.column_name
+            END AS column_name,
             pgd.description AS column_comment,
             c.is_nullable,
             CASE
@@ -251,18 +234,62 @@ ORDER BY table_schema ASC, table_name ASC",
             .collect::<Vec<String>>();
 
         let mut rows_vec = Vec::<Vec<String>>::new();
+
+        fn convert_value_to_string(row: &PgRow, i: usize) -> Result<String, Error> {
+            let type_name = row.column(i).type_info().name();
+            let value: Option<String> = match type_name {
+                "INT4" => {
+                    let value = row.try_get::<Option<i32>, _>(i)?.map(|v| v.to_string());
+                    value
+                }
+                "INT8" => {
+                    let value = row.try_get::<Option<i64>, _>(i)?.map(|v| v.to_string());
+                    value
+                }
+                "FLOAT8" => {
+                    let value = row.try_get::<Option<f64>, _>(i)?.map(|v| v.to_string());
+                    value
+                }
+                "BOOL" => {
+                    let value = row.try_get::<Option<bool>, _>(i)?.map(|v| v.to_string());
+                    value
+                }
+                "TIMESTAMP" => {
+                    let value = row
+                        .try_get::<Option<chrono::NaiveDateTime>, _>(i)?
+                        .map(|v| v.format("%Y-%m-%dT%H:%M:%S").to_string());
+                    value
+                }
+                "TIMESTAMPTZ" => {
+                    let value = row
+                        .try_get::<Option<DateTime<Utc>>, _>(i)?
+                        .map(|v| v.to_rfc3339());
+                    value
+                }
+                "TEXT" => {
+                    let value = row.try_get::<Option<String>, _>(i)?;
+                    value
+                }
+                "VARCHAR" => {
+                    let value = row.try_get::<Option<String>, _>(i)?;
+                    value
+                }
+                _ => Some(format!("Unsupported type: {}", type_name)),
+            };
+            match value {
+                Some(value) => Ok(value),
+                None => Ok("NULL".to_string()),
+            }
+        }
+
         for row in rows {
             let mut row_vec = Vec::new();
             for i in 0..row.len() {
-                // Attempt to get the value as an i32, if it fails, try as a String
-                let value: String = if let Ok(val) = row.try_get::<i32, _>(i) {
-                    val.to_string()
-                } else {
-                    row.try_get::<String, _>(i)
-                        .unwrap_or_else(|_| String::from(""))
-                };
+                let value: String = convert_value_to_string(&row, i)
+                    .map_err(|e| QueryError::new(e.to_string(), query.to_string()))?;
                 row_vec.push(value);
             }
+
             rows_vec.push(row_vec);
         }
 
@@ -273,17 +300,24 @@ ORDER BY table_schema ASC, table_name ASC",
     }
 
     fn query_generator(&self) -> Box<dyn DatabaseQueryGenerator> {
-        Box::new(DatabaseQueryGeneratorPostgres::new(self.schema.clone()))
+        Box::new(DatabaseQueryGeneratorPostgres::new(
+            self.schema.clone(),
+            None,
+        ))
     }
 }
 
 #[cfg(test)]
 mod tests {
     use super::*;
+    use chrono::{DateTime, NaiveDateTime, Utc};
     use prost::bytes::Bytes;
-    use quary_core::project::{parse_project, project_and_fs_to_sql_for_views};
+    use quary_core::project::{
+        parse_project, project_and_fs_to_sql_for_snapshots, project_and_fs_to_sql_for_views,
+    };
     use quary_core::project_tests::return_tests_sql;
     use quary_proto::{File, FileSystem};
+    use std::time::SystemTime;
     use testcontainers::{clients, RunnableImage};
     use testcontainers_modules::postgres::Postgres as TestcontainersPostgres;
 
@@ -297,7 +331,7 @@ mod tests {
 
         let quary_postgres = Postgres::new(
             "localhost",
-            &pg_port.to_string(),
+            Some(pg_port.to_string()),
             "postgres",
             "postgres",
             "postgres",
@@ -306,6 +340,7 @@ mod tests {
             None,
             None,
             None,
+            None,
         )
         .await
         .expect("Failed to instantiate Quary Postgres");
@@ -339,14 +374,14 @@ mod tests {
         assert_eq!(
             tables,
             vec![
-                TableAddress {
-                    name: "wrong_table".to_string(),
-                    full_path: "public.wrong_table".to_string(),
-                },
                 TableAddress {
                     name: "test_table".to_string(),
                     full_path: "public.test_table".to_string(),
                 },
+                TableAddress {
+                    name: "wrong_table".to_string(),
+                    full_path: "public.wrong_table".to_string(),
+                },
             ]
         );
 
@@ -354,14 +389,14 @@ mod tests {
         assert_eq!(
             views,
             vec![
-                TableAddress {
-                    name: "wrong_view".to_string(),
-                    full_path: "public.wrong_view".to_string(),
-                },
                 TableAddress {
                     name: "test_view".to_string(),
                     full_path: "public.test_view".to_string(),
                 },
+                TableAddress {
+                    name: "wrong_view".to_string(),
+                    full_path: "public.wrong_view".to_string(),
+                },
             ]
         );
 
@@ -406,7 +441,7 @@ mod tests {
 
         let database = Postgres::new(
             "localhost",
-            &pg_port.to_string(),
+            Some(pg_port.to_string()),
             "postgres",
             "postgres",
             "postgres",
@@ -415,6 +450,7 @@ mod tests {
             None,
             None,
             None,
+            None,
         )
         .await
         .expect("Failed to instantiate Quary Postgres");
@@ -484,7 +520,7 @@ mod tests {
 
         let database = Postgres::new(
             "localhost",
-            &pg_port.to_string(),
+            Some(pg_port.to_string()),
             "postgres",
             "postgres",
             "postgres",
@@ -493,6 +529,7 @@ mod tests {
             None,
             None,
             None,
+            None,
         )
         .await
         .expect("Failed to instantiate Quary Postgres");
@@ -608,7 +645,7 @@ models:
 
         let database = Postgres::new(
             "localhost",
-            &pg_port.to_string(),
+            Some(pg_port.to_string()),
             "postgres",
             "postgres",
             "postgres",
@@ -617,6 +654,7 @@ models:
             None,
             None,
             None,
+            None,
         )
         .await
         .expect("Failed to instantiate Quary Postgres");
@@ -755,7 +793,7 @@ models:
 
         let database = Postgres::new(
             "localhost",
-            &pg_port.to_string(),
+            Some(pg_port.to_string()),
             "postgres",
             "postgres",
             "postgres",
@@ -764,6 +802,7 @@ models:
             None,
             None,
             None,
+            None,
         )
         .await
         .expect("Failed to instantiate Quary Postgres");
@@ -817,4 +856,298 @@ models:
             ]
         );
     }
+
+    #[tokio::test]
+    async fn test_list_columns_with_case_sensitive_columns() {
+        let docker = clients::Cli::default();
+        let postgres_image = RunnableImage::from(TestcontainersPostgres::default());
+        let pg_container = docker.run(postgres_image);
+        let pg_port = pg_container.get_host_port_ipv4(5432);
+
+        let database = Postgres::new(
+            "localhost",
+            Some(pg_port.to_string()),
+            "postgres",
+            "postgres",
+            "postgres",
+            "transform",
+            None,
+            None,
+            None,
+            None,
+            None,
+        )
+        .await
+        .unwrap();
+
+        database.exec("CREATE SCHEMA transform").await.unwrap();
+        database
+            .exec("CREATE TABLE transform.test_table (\"ID\" INTEGER, \"Name\" VARCHAR(255), test VARCHAR(255), TESTTWO VARCHAR(255))")
+            .await
+            .unwrap();
+
+        let columns = database.list_columns("transform.test_table").await.unwrap();
+        assert_eq!(
+            columns,
+            vec![
+                ColumnWithDetails {
+                    name: "\"ID\"".to_string(),
+                    description: None,
+                    data_type: None,
+                    is_nullable: Some(true),
+                    is_unique: Some(false),
+                },
+                ColumnWithDetails {
+                    name: "\"Name\"".to_string(),
+                    description: None,
+                    data_type: None,
+                    is_nullable: Some(true),
+                    is_unique: Some(false),
+                },
+                ColumnWithDetails {
+                    name: "test".to_string(),
+                    description: None,
+                    data_type: None,
+                    is_nullable: Some(true),
+                    is_unique: Some(false),
+                },
+                ColumnWithDetails {
+                    name: "testtwo".to_string(),
+                    description: None,
+                    data_type: None,
+                    is_nullable: Some(true),
+                    is_unique: Some(false),
+                }
+            ]
+        );
+    }
+
+    #[tokio::test]
+    async fn test_snapshots_with_schema() {
+        let schema = "analytics";
+
+        let docker = clients::Cli::default();
+        let postgres_image = RunnableImage::from(TestcontainersPostgres::default());
+        let pg_container = docker.run(postgres_image);
+        let pg_port = pg_container.get_host_port_ipv4(5432);
+        let database = Postgres::new(
+            "localhost",
+            Some(pg_port.to_string()),
+            "postgres",
+            "postgres",
+            "postgres",
+            schema,
+            None,
+            None,
+            None,
+            None,
+            None,
+        )
+        .await
+        .unwrap();
+
+        database.exec("CREATE SCHEMA analytics").await.unwrap();
+        database.exec("CREATE SCHEMA jaffle_shop").await.unwrap();
+
+        let datetime_str = "2023-01-01 01:00:00";
+
+        // Parse the string into a NaiveDateTime
+        let naive_datetime = NaiveDateTime::parse_from_str(datetime_str, "%Y-%m-%d %H:%M:%S")
+            .expect("Failed to parse datetime string");
+
+        // Convert NaiveDateTime to DateTime<Utc>
+        let datetime_utc = DateTime::<Utc>::from_utc(naive_datetime, Utc);
+
+        // Convert DateTime<Utc> to SystemTime
+        let system_time = SystemTime::from(datetime_utc);
+
+        let db_generator =
+            DatabaseQueryGeneratorPostgres::new(schema.to_string(), Some(system_time));
+
+        // Create orders table
+        database
+            .exec("CREATE TABLE jaffle_shop.raw_orders (order_id INTEGER, status VARCHAR(255), updated_at TIMESTAMP)")
+            .await
+            .unwrap();
+
+        // Insert some initial data
+        database
+            .exec("INSERT INTO jaffle_shop.raw_orders VALUES (1, 'in_progress', '2023-01-01 00:00:00'), (2, 'completed', '2023-01-01 00:00:00')")
+            .await
+            .unwrap();
+
+        let file_system = FileSystem {
+            files: vec![
+                ("quary.yaml", "postgres: {schema: analytics}"),
+                (
+                    "models/orders_snapshot.snapshot.sql",
+                    "SELECT * FROM q.raw_orders",
+                ),
+                (
+                    "models/schema.yaml",
+                    "
+sources:
+  - name: raw_orders
+    path: jaffle_shop.raw_orders
+snapshots:
+  - name: orders_snapshot
+    unique_key: order_id
+    strategy:
+      timestamp:
+        updated_at: updated_at
+",
+                ),
+            ]
+            .iter()
+            .map(|(k, v)| {
+                (
+                    k.to_string(),
+                    File {
+                        name: k.to_string(),
+                        contents: Bytes::from(v.to_string()),
+                    },
+                )
+            })
+            .collect(),
+        };
+
+        let project = parse_project(&file_system, &db_generator, "")
+            .await
+            .unwrap();
+
+        let snapshots_sql =
+            project_and_fs_to_sql_for_snapshots(&project, &file_system, &db_generator)
+                .await
+                .unwrap();
+        for (_, sql) in snapshots_sql {
+            for statement in sql {
+                println!("{}", statement.as_str());
+                database.exec(statement.as_str()).await.unwrap()
+            }
+        }
+
+        // assert the data has been created correctly in the snapshot table
+        let data = database
+            .query("SELECT order_id, status, updated_at, quary_valid_from, quary_valid_to, quary_scd_id FROM analytics.orders_snapshot ORDER BY order_id, quary_valid_from")
+            .await
+            .unwrap();
+
+        assert_eq!(
+            data.columns
+                .iter()
+                .map(|(column, _)| column)
+                .collect::<Vec<_>>(),
+            vec![
+                "order_id",
+                "status",
+                "updated_at",
+                "quary_valid_from",
+                "quary_valid_to",
+                "quary_scd_id"
+            ]
+        );
+        assert_eq!(
+            data.rows,
+            vec![
+                vec![
+                    "1",
+                    "in_progress",
+                    "2023-01-01T00:00:00",
+                    "2023-01-01T01:00:00+00:00",
+                    "NULL",
+                    "77f50225cf5a52d15fecaa449be2dcc4"
+                ],
+                vec![
+                    "2",
+                    "completed",
+                    "2023-01-01T00:00:00",
+                    "2023-01-01T01:00:00+00:00",
+                    "NULL",
+                    "3bb5cc6bb5b432df7712d067f57a3780"
+                ],
+            ]
+        );
+
+        database
+            .exec("UPDATE jaffle_shop.raw_orders SET status = 'completed', updated_at = CAST('2023-01-01 02:00:00' AS TIMESTAMP) WHERE order_id = 1")
+            .await
+            .unwrap();
+
+        let datetime_str_updated = "2023-01-01 03:00:00";
+
+        // Parse the string into a NaiveDateTime
+        let naive_datetime_updated =
+            NaiveDateTime::parse_from_str(datetime_str_updated, "%Y-%m-%d %H:%M:%S")
+                .expect("Failed to parse datetime string");
+
+        // Convert NaiveDateTime to DateTime<Utc>
+        let datetime_utc_updated = DateTime::<Utc>::from_utc(naive_datetime_updated, Utc);
+
+        // Convert DateTime<Utc> to SystemTime
+        let system_time_updated = SystemTime::from(datetime_utc_updated);
+
+        let db_generator_updated =
+            DatabaseQueryGeneratorPostgres::new(schema.to_string(), Some(system_time_updated));
+
+        let snapshots_sql =
+            project_and_fs_to_sql_for_snapshots(&project, &file_system, &db_generator_updated)
+                .await
+                .unwrap();
+
+        for (_, sql) in &snapshots_sql {
+            for statement in sql {
+                database.exec(statement.as_str()).await.unwrap()
+            }
+        }
+
+        // assert the data has been created correctly in the snapshot table
+        let data = database
+            .query("SELECT order_id, status, updated_at, quary_valid_from, quary_valid_to, quary_scd_id FROM analytics.orders_snapshot ORDER BY order_id, quary_valid_from")
+            .await
+            .unwrap();
+
+        assert_eq!(
+            data.columns
+                .iter()
+                .map(|(column, _)| column)
+                .collect::<Vec<_>>(),
+            vec![
+                "order_id",
+                "status",
+                "updated_at",
+                "quary_valid_from",
+                "quary_valid_to",
+                "quary_scd_id"
+            ]
+        );
+        assert_eq!(
+            data.rows,
+            vec![
+                vec![
+                    "1",
+                    "in_progress",
+                    "2023-01-01T00:00:00",
+                    "2023-01-01T01:00:00+00:00",
+                    "2023-01-01T03:00:00+00:00",
+                    "77f50225cf5a52d15fecaa449be2dcc4"
+                ],
+                vec![
+                    "1",
+                    "completed",
+                    "2023-01-01T02:00:00",
+                    "2023-01-01T03:00:00+00:00",
+                    "NULL",
+                    "f5c7798e30814925cd1a61e9e5ef6683"
+                ],
+                vec![
+                    "2",
+                    "completed",
+                    "2023-01-01T00:00:00",
+                    "2023-01-01T01:00:00+00:00",
+                    "NULL",
+                    "3bb5cc6bb5b432df7712d067f57a3780"
+                ],
+            ]
+        );
+    }
 }
diff --git a/rust/quary-databases/src/lib.rs b/rust/quary-databases/src/lib.rs
index 490b35db..9e46c3e6 100644
--- a/rust/quary-databases/src/lib.rs
+++ b/rust/quary-databases/src/lib.rs
@@ -1,6 +1,6 @@
 mod databases_bigquery;
 pub mod databases_connection;
-mod databases_duckdb;
+pub mod databases_duckdb;
 mod databases_postgres;
 mod databases_snowflake;
 mod databases_sqlite;
diff --git a/rust/snowflake-api/Cargo.toml b/rust/snowflake-api/Cargo.toml
index b81ca7a5..2755314d 100644
--- a/rust/snowflake-api/Cargo.toml
+++ b/rust/snowflake-api/Cargo.toml
@@ -19,7 +19,7 @@ cert-auth = ["dep:snowflake-jwt"]
 polars = ["dep:polars-core", "dep:polars-io"]
 
 [dependencies]
-arrow = "50"
+arrow = "51"
 async-trait = "0.1"
 base64 = "0.22"
 bytes = "1"
@@ -46,7 +46,7 @@ polars-core = { version = ">=0.32", optional = true}
 
 [dev-dependencies]
 anyhow = "1"
-arrow = { version = "50", features = ["prettyprint"] }
+arrow = { version = "51", features = ["prettyprint"] }
 clap = { version = "4", features = ["derive"] }
 pretty_env_logger = "0.5"
 tokio = { version = "1", features = ["macros", "rt-multi-thread"] }
diff --git a/rust/sqlinference/Cargo.toml b/rust/sqlinference/Cargo.toml
index 85512e51..301818f1 100644
--- a/rust/sqlinference/Cargo.toml
+++ b/rust/sqlinference/Cargo.toml
@@ -1,10 +1,10 @@
 [package]
 name = "sqlinference"
-version = "0.0.108"
+version = "0.0.111"
 edition = "2021"
-rust-version = "1.77.1"
+rust-version = "1.77.2"
 
 [lib]
 
 [dependencies]
-sqlparser = { default-features = false, version = "0.44" }
+sqlparser = { default-features = false, version = "0.45" }