diff --git a/.circleci/config.yml b/.circleci/config.yml
index c7ee0722c..4eb9db081 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -3,7 +3,7 @@ version: 2.1
 executors:
   standard:
     docker:
-      - image: circleci/python:3.8
+      - image: circleci/python:3.10
     working_directory: "~/lib"
 
 # -----------------
@@ -33,7 +33,7 @@ commands:
             - virtualenv-{{ .Environment.CACHE_VERSION }}-
       - run:
           name: Install Python packages
-          command: pipenv install --dev --system
+          command: pipenv sync --dev --system
       - save_cache:
           key: virtualenv-{{ .Environment.CACHE_VERSION }}-{{ .Branch }}-{{ checksum "Pipfile.lock" }}
           paths:
@@ -64,7 +64,7 @@ jobs:
     executor: standard
     environment:
       SALT: himalayan
-      DBT_PROFILES_DIR: ~/lib/testing/
+      DBT_PROFILES_DIR: testing
       TESTING_PROFILE_NAME: jaffle_shop
     steps:
       - checkout
diff --git a/.gitignore b/.gitignore
index 2d9126631..621679ca9 100644
--- a/.gitignore
+++ b/.gitignore
@@ -9,3 +9,5 @@ logs/
 # Python temp files
 *.pyc
 __pycache__
+
+*.duckdb
diff --git a/Makefile b/Makefile
index 341d45c56..78f0e65f4 100644
--- a/Makefile
+++ b/Makefile
@@ -1,6 +1,6 @@
 init:
-	pipenv update
-	pipenv run dbt deps
+	pipenv install
+	pipenv run dbt deps --project-dir jaffle_shop
 
 clean-env:
 	:> .env
@@ -11,21 +11,19 @@ env-development-salt:
 env-target:
 	echo DATABRICKS_TARGET=$$(git symbolic-ref --short HEAD | tr /- _) >> .env
 
-package-project:
-	for PACKAGE in dbt_project_evaluator ; do \
-		cp package_projects/$$PACKAGE.yml dbt_packages/$$PACKAGE/dbt_project.yml ; \
-	done
-
-build-env: clean-env env-development-salt env-target package-project
+build-env: clean-env env-development-salt env-target
 
 dbt-deps:
-	pipenv run dbt deps
+	pipenv run dbt deps --project-dir jaffle_shop
 
 dbt-build: build-env
-	pipenv run dbt build --selector jaffle_shop
+	pipenv run dbt build --selector jaffle_shop --project-dir jaffle_shop
 
 run-dbt-project-evaluator: dbt-deps build-env
-	pipenv run dbt --warn-error build --select package:dbt_project_evaluator dbt_project_evaluator_exceptions
+	pipenv run dbt --warn-error build \
+		--select package:dbt_project_evaluator dbt_project_evaluator_exceptions \
+		--select jaffle_shop \
+		--project-dir jaffle_shop
 
 lint: build-env
 	pipenv run sqlfluff lint
@@ -34,7 +32,7 @@ format: build-env
 	pipenv run sqlfluff fix
 
 run-python-tests:
-	pipenv run pytest --quiet --show-capture=no --tb=no
+	pipenv run pytest testing --quiet --show-capture=no --tb=no
 
 run-python-tests-detailed:
-	pipenv run pytest
\ No newline at end of file
+	pipenv run pytest testing
\ No newline at end of file
diff --git a/Pipfile b/Pipfile
index 836ef1397..367af0871 100644
--- a/Pipfile
+++ b/Pipfile
@@ -4,14 +4,19 @@ verify_ssl = true
 name = "pypi"
 
 [packages]
-dbt-core = "==1.3.0"
-dbt-databricks = {extras = ["odbc"]}
-pytest-mock = "*"
+dbt-core = "==1.7.17"
+dbt-duckdb = "*"
+duckdb = "*"
 glob2 = "*"
 
 [dev-packages]
+altair = "*"
+jupyterlab = "*"
+pandas = "*"
+pyarrow = "*"
 pytest = "*"
 pytest-mock = "*"
+vl-convert-python = "*"
 
 [requires]
-python_version = "3.8"
+python_version = "3.10"
diff --git a/Pipfile.lock b/Pipfile.lock
index f8d9c41d4..12aad7a83 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,11 +1,11 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "fdc73e9c032079052e940c732affb9526bddab92ec30d99cc8faaf98c9b67d72"
+            "sha256": "fedf7a76aff16c5d52bae3a59af88a0c38d1802867cd2f6cc324a1bd38b7bbdb"
         },
         "pipfile-spec": 6,
         "requires": {
-            "python_version": "3.8"
+            "python_version": "3.10"
         },
         "sources": [
             {
@@ -18,199 +18,349 @@
     "default": {
         "agate": {
             "hashes": [
-                "sha256:2d568fd68a8eb8b56c805a1299ba4bc30ca0434563be1bea309c9d1c1c8401f4",
-                "sha256:e0f2f813f7e12311a4cdccc97d6ba0a6781e9c1aa8eca0ab00d5931c0113a308"
+                "sha256:23f9f412f74f97b72f82b1525ab235cc816bc8c8525d968a091576a0dbc54a5f",
+                "sha256:eadf46d980168b8922d5d396d6258eecd5e7dbef7e6f0c0b71e968545ea96389"
             ],
-            "version": "==1.6.3"
+            "version": "==1.7.1"
+        },
+        "annotated-types": {
+            "hashes": [
+                "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53",
+                "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==0.7.0"
         },
         "attrs": {
             "hashes": [
-                "sha256:29adc2665447e5191d0e7c568fde78b21f9672d344281d0c6e1ab085429b22b6",
-                "sha256:86efa402f67bf2df34f51a335487cf46b1ec130d02b8d39fd248abfd30da551c"
+                "sha256:5cfb1b9148b5b086569baec03f20d7b6bf3bcacc9a42bebf87ffaaca362f6346",
+                "sha256:81921eb96de3191c8258c199618104dd27ac608d9366f5e35d011eae1867ede2"
             ],
-            "markers": "python_version >= '3.5'",
-            "version": "==22.1.0"
+            "markers": "python_version >= '3.7'",
+            "version": "==24.2.0"
         },
         "babel": {
             "hashes": [
-                "sha256:1ad3eca1c885218f6dce2ab67291178944f810a10a9b5f3cb8382a5a232b64fe",
-                "sha256:5ef4b3226b0180dedded4229651c8b0e1a3a6a2837d45a073272f313e4cf97f6"
+                "sha256:368b5b98b37c06b7daf6696391c3240c938b37767d4584413e8438c5c435fa8b",
+                "sha256:d1f3554ca26605fe173f3de0c65f750f5a42f924499bf134de6423582298e316"
             ],
-            "markers": "python_version >= '3.6'",
-            "version": "==2.11.0"
+            "markers": "python_version >= '3.8'",
+            "version": "==2.16.0"
         },
         "certifi": {
             "hashes": [
-                "sha256:0d9c601124e5a6ba9712dbc60d9c53c21e34f5f641fe83002317394311bdce14",
-                "sha256:90c1a32f1d68f940488354e36370f6cca89f0f106db09518524c88d6ed83f382"
+                "sha256:922820b53db7a7257ffbda3f597266d435245903d80737e34f8a45ff3e3230d8",
+                "sha256:bec941d2aa8195e248a60b31ff9f0558284cf01a52591ceda73ea9afffd69fd9"
             ],
             "markers": "python_version >= '3.6'",
-            "version": "==2022.9.24"
+            "version": "==2024.8.30"
         },
         "cffi": {
             "hashes": [
-                "sha256:00a9ed42e88df81ffae7a8ab6d9356b371399b91dbdf0c3cb1e84c03a13aceb5",
-                "sha256:03425bdae262c76aad70202debd780501fabeaca237cdfddc008987c0e0f59ef",
-                "sha256:04ed324bda3cda42b9b695d51bb7d54b680b9719cfab04227cdd1e04e5de3104",
-                "sha256:0e2642fe3142e4cc4af0799748233ad6da94c62a8bec3a6648bf8ee68b1c7426",
-                "sha256:173379135477dc8cac4bc58f45db08ab45d228b3363adb7af79436135d028405",
-                "sha256:198caafb44239b60e252492445da556afafc7d1e3ab7a1fb3f0584ef6d742375",
-                "sha256:1e74c6b51a9ed6589199c787bf5f9875612ca4a8a0785fb2d4a84429badaf22a",
-                "sha256:2012c72d854c2d03e45d06ae57f40d78e5770d252f195b93f581acf3ba44496e",
-                "sha256:21157295583fe8943475029ed5abdcf71eb3911894724e360acff1d61c1d54bc",
-                "sha256:2470043b93ff09bf8fb1d46d1cb756ce6132c54826661a32d4e4d132e1977adf",
-                "sha256:285d29981935eb726a4399badae8f0ffdff4f5050eaa6d0cfc3f64b857b77185",
-                "sha256:30d78fbc8ebf9c92c9b7823ee18eb92f2e6ef79b45ac84db507f52fbe3ec4497",
-                "sha256:320dab6e7cb2eacdf0e658569d2575c4dad258c0fcc794f46215e1e39f90f2c3",
-                "sha256:33ab79603146aace82c2427da5ca6e58f2b3f2fb5da893ceac0c42218a40be35",
-                "sha256:3548db281cd7d2561c9ad9984681c95f7b0e38881201e157833a2342c30d5e8c",
-                "sha256:3799aecf2e17cf585d977b780ce79ff0dc9b78d799fc694221ce814c2c19db83",
-                "sha256:39d39875251ca8f612b6f33e6b1195af86d1b3e60086068be9cc053aa4376e21",
-                "sha256:3b926aa83d1edb5aa5b427b4053dc420ec295a08e40911296b9eb1b6170f6cca",
-                "sha256:3bcde07039e586f91b45c88f8583ea7cf7a0770df3a1649627bf598332cb6984",
-                "sha256:3d08afd128ddaa624a48cf2b859afef385b720bb4b43df214f85616922e6a5ac",
-                "sha256:3eb6971dcff08619f8d91607cfc726518b6fa2a9eba42856be181c6d0d9515fd",
-                "sha256:40f4774f5a9d4f5e344f31a32b5096977b5d48560c5592e2f3d2c4374bd543ee",
-                "sha256:4289fc34b2f5316fbb762d75362931e351941fa95fa18789191b33fc4cf9504a",
-                "sha256:470c103ae716238bbe698d67ad020e1db9d9dba34fa5a899b5e21577e6d52ed2",
-                "sha256:4f2c9f67e9821cad2e5f480bc8d83b8742896f1242dba247911072d4fa94c192",
-                "sha256:50a74364d85fd319352182ef59c5c790484a336f6db772c1a9231f1c3ed0cbd7",
-                "sha256:54a2db7b78338edd780e7ef7f9f6c442500fb0d41a5a4ea24fff1c929d5af585",
-                "sha256:5635bd9cb9731e6d4a1132a498dd34f764034a8ce60cef4f5319c0541159392f",
-                "sha256:59c0b02d0a6c384d453fece7566d1c7e6b7bae4fc5874ef2ef46d56776d61c9e",
-                "sha256:5d598b938678ebf3c67377cdd45e09d431369c3b1a5b331058c338e201f12b27",
-                "sha256:5df2768244d19ab7f60546d0c7c63ce1581f7af8b5de3eb3004b9b6fc8a9f84b",
-                "sha256:5ef34d190326c3b1f822a5b7a45f6c4535e2f47ed06fec77d3d799c450b2651e",
-                "sha256:6975a3fac6bc83c4a65c9f9fcab9e47019a11d3d2cf7f3c0d03431bf145a941e",
-                "sha256:6c9a799e985904922a4d207a94eae35c78ebae90e128f0c4e521ce339396be9d",
-                "sha256:70df4e3b545a17496c9b3f41f5115e69a4f2e77e94e1d2a8e1070bc0c38c8a3c",
-                "sha256:7473e861101c9e72452f9bf8acb984947aa1661a7704553a9f6e4baa5ba64415",
-                "sha256:8102eaf27e1e448db915d08afa8b41d6c7ca7a04b7d73af6514df10a3e74bd82",
-                "sha256:87c450779d0914f2861b8526e035c5e6da0a3199d8f1add1a665e1cbc6fc6d02",
-                "sha256:8b7ee99e510d7b66cdb6c593f21c043c248537a32e0bedf02e01e9553a172314",
-                "sha256:91fc98adde3d7881af9b59ed0294046f3806221863722ba7d8d120c575314325",
-                "sha256:94411f22c3985acaec6f83c6df553f2dbe17b698cc7f8ae751ff2237d96b9e3c",
-                "sha256:98d85c6a2bef81588d9227dde12db8a7f47f639f4a17c9ae08e773aa9c697bf3",
-                "sha256:9ad5db27f9cabae298d151c85cf2bad1d359a1b9c686a275df03385758e2f914",
-                "sha256:a0b71b1b8fbf2b96e41c4d990244165e2c9be83d54962a9a1d118fd8657d2045",
-                "sha256:a0f100c8912c114ff53e1202d0078b425bee3649ae34d7b070e9697f93c5d52d",
-                "sha256:a591fe9e525846e4d154205572a029f653ada1a78b93697f3b5a8f1f2bc055b9",
-                "sha256:a5c84c68147988265e60416b57fc83425a78058853509c1b0629c180094904a5",
-                "sha256:a66d3508133af6e8548451b25058d5812812ec3798c886bf38ed24a98216fab2",
-                "sha256:a8c4917bd7ad33e8eb21e9a5bbba979b49d9a97acb3a803092cbc1133e20343c",
-                "sha256:b3bbeb01c2b273cca1e1e0c5df57f12dce9a4dd331b4fa1635b8bec26350bde3",
-                "sha256:cba9d6b9a7d64d4bd46167096fc9d2f835e25d7e4c121fb2ddfc6528fb0413b2",
-                "sha256:cc4d65aeeaa04136a12677d3dd0b1c0c94dc43abac5860ab33cceb42b801c1e8",
-                "sha256:ce4bcc037df4fc5e3d184794f27bdaab018943698f4ca31630bc7f84a7b69c6d",
-                "sha256:cec7d9412a9102bdc577382c3929b337320c4c4c4849f2c5cdd14d7368c5562d",
-                "sha256:d400bfb9a37b1351253cb402671cea7e89bdecc294e8016a707f6d1d8ac934f9",
-                "sha256:d61f4695e6c866a23a21acab0509af1cdfd2c013cf256bbf5b6b5e2695827162",
-                "sha256:db0fbb9c62743ce59a9ff687eb5f4afbe77e5e8403d6697f7446e5f609976f76",
-                "sha256:dd86c085fae2efd48ac91dd7ccffcfc0571387fe1193d33b6394db7ef31fe2a4",
-                "sha256:e00b098126fd45523dd056d2efba6c5a63b71ffe9f2bbe1a4fe1716e1d0c331e",
-                "sha256:e229a521186c75c8ad9490854fd8bbdd9a0c9aa3a524326b55be83b54d4e0ad9",
-                "sha256:e263d77ee3dd201c3a142934a086a4450861778baaeeb45db4591ef65550b0a6",
-                "sha256:ed9cb427ba5504c1dc15ede7d516b84757c3e3d7868ccc85121d9310d27eed0b",
-                "sha256:fa6693661a4c91757f4412306191b6dc88c1703f780c8234035eac011922bc01",
-                "sha256:fcd131dd944808b5bdb38e6f5b53013c5aa4f334c5cad0c72742f6eba4b73db0"
-            ],
-            "version": "==1.15.1"
+                "sha256:045d61c734659cc045141be4bae381a41d89b741f795af1dd018bfb532fd0df8",
+                "sha256:0984a4925a435b1da406122d4d7968dd861c1385afe3b45ba82b750f229811e2",
+                "sha256:0e2b1fac190ae3ebfe37b979cc1ce69c81f4e4fe5746bb401dca63a9062cdaf1",
+                "sha256:0f048dcf80db46f0098ccac01132761580d28e28bc0f78ae0d58048063317e15",
+                "sha256:1257bdabf294dceb59f5e70c64a3e2f462c30c7ad68092d01bbbfb1c16b1ba36",
+                "sha256:1c39c6016c32bc48dd54561950ebd6836e1670f2ae46128f67cf49e789c52824",
+                "sha256:1d599671f396c4723d016dbddb72fe8e0397082b0a77a4fab8028923bec050e8",
+                "sha256:28b16024becceed8c6dfbc75629e27788d8a3f9030691a1dbf9821a128b22c36",
+                "sha256:2bb1a08b8008b281856e5971307cc386a8e9c5b625ac297e853d36da6efe9c17",
+                "sha256:30c5e0cb5ae493c04c8b42916e52ca38079f1b235c2f8ae5f4527b963c401caf",
+                "sha256:31000ec67d4221a71bd3f67df918b1f88f676f1c3b535a7eb473255fdc0b83fc",
+                "sha256:386c8bf53c502fff58903061338ce4f4950cbdcb23e2902d86c0f722b786bbe3",
+                "sha256:3edc8d958eb099c634dace3c7e16560ae474aa3803a5df240542b305d14e14ed",
+                "sha256:45398b671ac6d70e67da8e4224a065cec6a93541bb7aebe1b198a61b58c7b702",
+                "sha256:46bf43160c1a35f7ec506d254e5c890f3c03648a4dbac12d624e4490a7046cd1",
+                "sha256:4ceb10419a9adf4460ea14cfd6bc43d08701f0835e979bf821052f1805850fe8",
+                "sha256:51392eae71afec0d0c8fb1a53b204dbb3bcabcb3c9b807eedf3e1e6ccf2de903",
+                "sha256:5da5719280082ac6bd9aa7becb3938dc9f9cbd57fac7d2871717b1feb0902ab6",
+                "sha256:610faea79c43e44c71e1ec53a554553fa22321b65fae24889706c0a84d4ad86d",
+                "sha256:636062ea65bd0195bc012fea9321aca499c0504409f413dc88af450b57ffd03b",
+                "sha256:6883e737d7d9e4899a8a695e00ec36bd4e5e4f18fabe0aca0efe0a4b44cdb13e",
+                "sha256:6b8b4a92e1c65048ff98cfe1f735ef8f1ceb72e3d5f0c25fdb12087a23da22be",
+                "sha256:6f17be4345073b0a7b8ea599688f692ac3ef23ce28e5df79c04de519dbc4912c",
+                "sha256:706510fe141c86a69c8ddc029c7910003a17353970cff3b904ff0686a5927683",
+                "sha256:72e72408cad3d5419375fc87d289076ee319835bdfa2caad331e377589aebba9",
+                "sha256:733e99bc2df47476e3848417c5a4540522f234dfd4ef3ab7fafdf555b082ec0c",
+                "sha256:7596d6620d3fa590f677e9ee430df2958d2d6d6de2feeae5b20e82c00b76fbf8",
+                "sha256:78122be759c3f8a014ce010908ae03364d00a1f81ab5c7f4a7a5120607ea56e1",
+                "sha256:805b4371bf7197c329fcb3ead37e710d1bca9da5d583f5073b799d5c5bd1eee4",
+                "sha256:85a950a4ac9c359340d5963966e3e0a94a676bd6245a4b55bc43949eee26a655",
+                "sha256:8f2cdc858323644ab277e9bb925ad72ae0e67f69e804f4898c070998d50b1a67",
+                "sha256:9755e4345d1ec879e3849e62222a18c7174d65a6a92d5b346b1863912168b595",
+                "sha256:98e3969bcff97cae1b2def8ba499ea3d6f31ddfdb7635374834cf89a1a08ecf0",
+                "sha256:a08d7e755f8ed21095a310a693525137cfe756ce62d066e53f502a83dc550f65",
+                "sha256:a1ed2dd2972641495a3ec98445e09766f077aee98a1c896dcb4ad0d303628e41",
+                "sha256:a24ed04c8ffd54b0729c07cee15a81d964e6fee0e3d4d342a27b020d22959dc6",
+                "sha256:a45e3c6913c5b87b3ff120dcdc03f6131fa0065027d0ed7ee6190736a74cd401",
+                "sha256:a9b15d491f3ad5d692e11f6b71f7857e7835eb677955c00cc0aefcd0669adaf6",
+                "sha256:ad9413ccdeda48c5afdae7e4fa2192157e991ff761e7ab8fdd8926f40b160cc3",
+                "sha256:b2ab587605f4ba0bf81dc0cb08a41bd1c0a5906bd59243d56bad7668a6fc6c16",
+                "sha256:b62ce867176a75d03a665bad002af8e6d54644fad99a3c70905c543130e39d93",
+                "sha256:c03e868a0b3bc35839ba98e74211ed2b05d2119be4e8a0f224fba9384f1fe02e",
+                "sha256:c59d6e989d07460165cc5ad3c61f9fd8f1b4796eacbd81cee78957842b834af4",
+                "sha256:c7eac2ef9b63c79431bc4b25f1cd649d7f061a28808cbc6c47b534bd789ef964",
+                "sha256:c9c3d058ebabb74db66e431095118094d06abf53284d9c81f27300d0e0d8bc7c",
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+            "markers": "python_full_version >= '3.7.0'",
+            "version": "==1.1.3"
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             "hashes": [
@@ -219,27 +369,21 @@
             "index": "pypi",
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-            "markers": "python_version >= '3.5'",
-            "version": "==3.4"
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+            "version": "==3.10"
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@@ -250,25 +394,34 @@
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@@ -286,60 +439,81 @@
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             "extras": [
                 "msgpack"
             ],
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         "minimal-snowplow-tracker": {
             "hashes": [
@@ -347,501 +521,2003 @@
             ],
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         },
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-                "sha256:a31cd183c3dea02e617aab5153588d5f7258a77b51f0ef41b3815ae8a0d0f695",
-                "sha256:c22f11ec6a10d2b453871c5c5fe887436c4d1961324ce9090f2ca6ddc4180c27"
+                "sha256:7d85cc416e9382e69095b7bdf4afd9e3880418a2413feec7069d533d6b4e31cc",
+                "sha256:a48093786cdcde33cad18c2555e8532f34422074448fbc874186f0abd79565cd"
             ],
-            "markers": "python_version < '3.11'",
-            "version": "==1.0.2"
+            "markers": "python_version >= '2'",
+            "version": "==2024.2"
         },
-        "iniconfig": {
+        "uri-template": {
             "hashes": [
-                "sha256:011e24c64b7f47f6ebd835bb12a743f2fbe9a26d4cecaa7f53bc4f35ee9da8b3",
-                "sha256:bc3af051d7d14b2ee5ef9969666def0cd1a000e121eaea580d4a313df4b37f32"
+                "sha256:0e00f8eb65e18c7de20d595a14336e9f337ead580c70934141624b6d1ffdacc7",
+                "sha256:a44a133ea12d44a0c0f06d7d42a52d71282e77e2f937d8abd5655b8d56fc1363"
             ],
-            "version": "==1.1.1"
+            "version": "==1.3.0"
         },
-        "packaging": {
+        "urllib3": {
             "hashes": [
-                "sha256:dd47c42927d89ab911e606518907cc2d3a1f38bbd026385970643f9c5b8ecfeb",
-                "sha256:ef103e05f519cdc783ae24ea4e2e0f508a9c99b2d4969652eed6a2e1ea5bd522"
+                "sha256:0ed14ccfbf1c30a9072c7ca157e4319b70d65f623e91e7b32fadb2853431016e",
+                "sha256:40c2dc0c681e47eb8f90e7e27bf6ff7df2e677421fd46756da1161c39ca70d32"
             ],
-            "markers": "python_version >= '3.6'",
-            "version": "==21.3"
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'",
+            "version": "==1.26.20"
         },
-        "pluggy": {
+        "vl-convert-python": {
             "hashes": [
-                "sha256:4224373bacce55f955a878bf9cfa763c1e360858e330072059e10bad68531159",
-                "sha256:74134bbf457f031a36d68416e1509f34bd5ccc019f0bcc952c7b909d06b37bd3"
+                "sha256:285bbadb1ce8a922c87f6e75a9544fe10a652d37bd4c1519fb93f90bab381588",
+                "sha256:51f99c58b1d0d74126455ece7d41972740cb4430b8dfdf7e0908270eed5be32d",
+                "sha256:8b50c492b640abb89a54a71e2c26f0f2d2c1cedc42030cc55bcc202670334724",
+                "sha256:90fba4356bd621bd31e72507a55e26dd13ebe79efa784715743116109afd0d47",
+                "sha256:962100d7670b9d35f9bb9745cdf590412f62f57c134b4a142340ba93a4dbddba",
+                "sha256:bc9e1f8ca0d8d3b3789c66e37cd6a8cf0a83406427d5143133346c2b5004485b"
             ],
-            "markers": "python_version >= '3.6'",
-            "version": "==1.0.0"
+            "index": "pypi",
+            "markers": "python_version >= '3.7'",
+            "version": "==1.7.0"
         },
-        "pyparsing": {
+        "wcwidth": {
             "hashes": [
-                "sha256:2b020ecf7d21b687f219b71ecad3631f644a47f01403fa1d1036b0c6416d70fb",
-                "sha256:5026bae9a10eeaefb61dab2f09052b9f4307d44aee4eda64b309723d8d206bbc"
+                "sha256:3da69048e4540d84af32131829ff948f1e022c1c6bdb8d6102117aac784f6859",
+                "sha256:72ea0c06399eb286d978fdedb6923a9eb47e1c486ce63e9b4e64fc18303972b5"
             ],
-            "markers": "python_full_version >= '3.6.8'",
-            "version": "==3.0.9"
+            "version": "==0.2.13"
         },
-        "pytest": {
+        "webcolors": {
             "hashes": [
-                "sha256:892f933d339f068883b6fd5a459f03d85bfcb355e4981e146d2c7616c21fef71",
-                "sha256:c4014eb40e10f11f355ad4e3c2fb2c6c6d1919c73f3b5a433de4708202cade59"
+                "sha256:515291393b4cdf0eb19c155749a096f779f7d909f7cceea072791cb9095b92e9",
+                "sha256:ecb3d768f32202af770477b8b65f318fa4f566c22948673a977b00d589dd80f6"
             ],
-            "markers": "python_version >= '3.7'",
-            "version": "==7.2.0"
+            "version": "==24.11.1"
         },
-        "pytest-mock": {
+        "webencodings": {
             "hashes": [
-                "sha256:f4c973eeae0282963eb293eb173ce91b091a79c1334455acfac9ddee8a1c784b",
-                "sha256:fbbdb085ef7c252a326fd8cdcac0aa3b1333d8811f131bdcc701002e1be7ed4f"
+                "sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78",
+                "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"
             ],
-            "index": "pypi",
-            "version": "==3.10.0"
+            "version": "==0.5.1"
         },
-        "tomli": {
+        "websocket-client": {
             "hashes": [
-                "sha256:939de3e7a6161af0c887ef91b7d41a53e7c5a1ca976325f429cb46ea9bc30ecc",
-                "sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f"
+                "sha256:17b44cc997f5c498e809b22cdf2d9c7a9e71c02c8cc2b6c56e7c2d1239bfa526",
+                "sha256:3239df9f44da632f96012472805d40a23281a991027ce11d2f45a6f24ac4c3da"
             ],
-            "markers": "python_version < '3.11'",
-            "version": "==2.0.1"
+            "markers": "python_version >= '3.8'",
+            "version": "==1.8.0"
         }
     }
 }
diff --git a/dbt_project.yml b/dbt_project.yml
deleted file mode 100644
index 1fb8ada90..000000000
--- a/dbt_project.yml
+++ /dev/null
@@ -1,29 +0,0 @@
-name: 'jaffle_shop'
-
-config-version: 2
-version: '0.1'
-
-profile: 'jaffle_shop'
-
-macro-paths: ["jaffle_shop/macros"]
-model-paths: ["jaffle_shop/models"]
-seed-paths: ["jaffle_shop/seeds"]
-snapshot-paths: ["jaffle_shop/snapshots"]
-
-target-path: "target"
-clean-targets:
-    - "target"
-    - "dbt_modules"
-    - "logs"
-
-require-dbt-version: [">=1.0.0", "<2.0.0"]
-
-dispatch:
-  - macro_namespace: dbt_utils
-    search_order: ['dbt_project_evaluator', 'spark_utils', 'dbt_utils']
-
-models:
-  jaffle_shop:
-      materialized: table
-      staging:
-        materialized: view
diff --git a/jaffle_shop/dbt_project.yml b/jaffle_shop/dbt_project.yml
new file mode 100644
index 000000000..8ee39b443
--- /dev/null
+++ b/jaffle_shop/dbt_project.yml
@@ -0,0 +1,62 @@
+name: 'jaffle_shop'
+
+config-version: 2
+version: '0.1'
+
+profile: 'jaffle_shop'
+
+macro-paths: ["macros"]
+model-paths: ["models"]
+seed-paths: ["seeds"]
+snapshot-paths: ["snapshots"]
+
+target-path: "target"
+clean-targets:
+    - "target"
+    - "dbt_modules"
+    - "logs"
+
+require-dbt-version: [">=1.0.0", "<2.0.0"]
+
+dispatch:
+  - macro_namespace: dbt_utils
+    search_order: ['dbt_project_evaluator', 'spark_utils', 'dbt_utils']
+  # - macro_namespace: dbt
+  #   search_order: ['dbt_project_evaluator', 'dbt']
+
+models:
+  +file_format: delta
+
+  jaffle_shop:
+    +pk_required: true
+    +desc_required: true
+    +no_hardcoded_dbs: true
+
+    staging:
+      +materialized: view
+
+      src_seed:
+        +materialized: view
+
+    warehouse:
+      +materialized: table
+
+    final:
+      +materialized: table
+
+seeds:
+  dbt_project_evaluator:
+    dbt_project_evaluator_exceptions:
+      +enabled: false
+
+vars:
+  dbt_project_evaluator:
+    model_types: ['staging', 'intermediate', 'warehouse', 'final', 'metrics']
+    staging_folder_name: 'staging'
+    staging_prefixes: ['stg_']
+    intermediate_folder_name: 'intermediate'
+    intermediate_prefixes: ['int_', 'inter_']
+    warehouse_folder_name: 'warehouse'
+    warehouse_prefixes: ['wh_']
+    final_folder_name: 'final'
+    final_prefixes: ['fnl_']
diff --git a/jaffle_shop/macros/sensitive/macros.md b/jaffle_shop/macros/sensitive/_macros.md
similarity index 100%
rename from jaffle_shop/macros/sensitive/macros.md
rename to jaffle_shop/macros/sensitive/_macros.md
diff --git a/jaffle_shop/macros/sensitive/macros.yml b/jaffle_shop/macros/sensitive/_macros.yml
similarity index 100%
rename from jaffle_shop/macros/sensitive/macros.yml
rename to jaffle_shop/macros/sensitive/_macros.yml
diff --git a/jaffle_shop/macros/sensitive/hash_of_column.sql b/jaffle_shop/macros/sensitive/hash_of_column.sql
index af53dc504..90a8ce5da 100644
--- a/jaffle_shop/macros/sensitive/hash_of_column.sql
+++ b/jaffle_shop/macros/sensitive/hash_of_column.sql
@@ -1,13 +1,12 @@
 {% macro hash_of_column(column) %}
 
-    SHA2(
+    SHA256(
         TRIM(
             LOWER(
-                CAST({{ column|lower }} AS {{ dbt_utils.type_string() }})
+                CAST({{ column|lower }} AS {{ dbt.type_string() }})
                 || '{{ jaffle_shop.get_salt(column|lower) }}'
             )
-        ),
-        256
+        )
     ) AS {{column|lower}}_hash,
 
 {% endmacro %}
diff --git a/jaffle_shop/models/customers.sql b/jaffle_shop/models/customers.sql
deleted file mode 100644
index 016a004fe..000000000
--- a/jaffle_shop/models/customers.sql
+++ /dev/null
@@ -1,69 +0,0 @@
-with customers as (
-
-    select * from {{ ref('stg_customers') }}
-
-),
-
-orders as (
-
-    select * from {{ ref('stg_orders') }}
-
-),
-
-payments as (
-
-    select * from {{ ref('stg_payments') }}
-
-),
-
-customer_orders as (
-
-        select
-        customer_id,
-
-        min(order_date) as first_order,
-        max(order_date) as most_recent_order,
-        count(order_id) as number_of_orders
-    from orders
-
-    group by customer_id
-
-),
-
-customer_payments as (
-
-    select
-        orders.customer_id,
-        sum(amount) as total_amount
-
-    from payments
-
-    left join orders on
-         payments.order_id = orders.order_id
-
-    group by orders.customer_id
-
-),
-
-final as (
-
-    select
-        customers.customer_id,
-        customers.first_name,
-        customers.last_name,
-        customer_orders.first_order,
-        customer_orders.most_recent_order,
-        customer_orders.number_of_orders,
-        customer_payments.total_amount as customer_lifetime_value
-
-    from customers
-
-    left join customer_orders
-        on customers.customer_id = customer_orders.customer_id
-
-    left join customer_payments
-        on  customers.customer_id = customer_payments.customer_id
-
-)
-
-select * from final
diff --git a/jaffle_shop/models/final/_models.yml b/jaffle_shop/models/final/_models.yml
new file mode 100644
index 000000000..911bdcf91
--- /dev/null
+++ b/jaffle_shop/models/final/_models.yml
@@ -0,0 +1,29 @@
+version: 2
+
+models:
+  - name: fnl_sales_newcustomers
+    meta:
+      owner: 'nathan.lugg@kraken.tech'
+    description: A row per month with the number of customers that made their first order
+    columns:
+      - name: first_order_month
+        description: Primary key. The month we are counting the number of new customers in
+        tests:
+          - unique
+          - not_null
+      - name: num_new_customers
+        description: |
+          The number of new customers in the repsective month, where a new customer is
+          defined as a customer that made an order for the first time
+  - name: fnl_finance_returnsamout
+    meta:
+      owner: 'nathan.lugg@kraken.tech'
+    description: A row per customer (ID) and the amount (in AUD) of their returned orders
+    columns:
+      - name: customer_id
+        description: Primary key. The customer ID
+        tests:
+          - unique
+          - not_null
+      - name: total_returned_amount_aud
+        description: The total amount (in AUD) that the customer has returned
diff --git a/jaffle_shop/models/final/fnl_finance_returnsamout.sql b/jaffle_shop/models/final/fnl_finance_returnsamout.sql
new file mode 100644
index 000000000..dfb12a1cf
--- /dev/null
+++ b/jaffle_shop/models/final/fnl_finance_returnsamout.sql
@@ -0,0 +1,16 @@
+WITH returned_ AS (
+  SELECT
+    customer_id
+    , SUM(total_amount_aud) AS total_returned_amount_aud
+  FROM {{ ref('wh_orders') }}
+  WHERE status = 'returned'
+  GROUP BY customer_id
+)
+
+
+SELECT
+  customers_.customer_id
+  , COALESCE(returned_.total_returned_amount_aud, 0) AS total_returned_amount_aud
+FROM {{ ref('wh_customers') }} AS customers_
+LEFT JOIN returned_
+  ON customers_.customer_id = returned_.customer_id
diff --git a/jaffle_shop/models/final/fnl_sales_newcustomers.sql b/jaffle_shop/models/final/fnl_sales_newcustomers.sql
new file mode 100644
index 000000000..1cb6927fa
--- /dev/null
+++ b/jaffle_shop/models/final/fnl_sales_newcustomers.sql
@@ -0,0 +1,14 @@
+WITH customers_ AS (
+  SELECT
+    customer_id
+    , DATE_TRUNC('MONTH', first_order) AS first_order_month
+  FROM {{ ref('wh_customers') }}
+  WHERE first_order IS NOT NULL
+)
+
+
+SELECT
+  first_order_month
+  , COUNT(*) AS num_new_customers
+FROM customers_
+GROUP BY first_order_month
diff --git a/jaffle_shop/models/orders.sql b/jaffle_shop/models/orders.sql
deleted file mode 100644
index cbb293491..000000000
--- a/jaffle_shop/models/orders.sql
+++ /dev/null
@@ -1,56 +0,0 @@
-{% set payment_methods = ['credit_card', 'coupon', 'bank_transfer', 'gift_card'] %}
-
-with orders as (
-
-    select * from {{ ref('stg_orders') }}
-
-),
-
-payments as (
-
-    select * from {{ ref('stg_payments') }}
-
-),
-
-order_payments as (
-
-    select
-        order_id,
-
-        {% for payment_method in payment_methods -%}
-        sum(case when payment_method = '{{ payment_method }}' then amount else 0 end) as {{ payment_method }}_amount,
-        {% endfor -%}
-
-        sum(amount) as total_amount
-
-    from payments
-
-    group by order_id
-
-),
-
-final as (
-
-    select
-        orders.order_id,
-        orders.customer_id,
-        orders.order_date,
-        orders.status,
-
-        {% for payment_method in payment_methods -%}
-
-        order_payments.{{ payment_method }}_amount,
-
-        {% endfor -%}
-
-        order_payments.total_amount as amount
-
-    from orders
-
-
-    left join order_payments
-        on orders.order_id = order_payments.order_id
-
-)
-
-select * from final
diff --git a/jaffle_shop/models/staging/schema.yml b/jaffle_shop/models/staging/schema.yml
deleted file mode 100644
index c207e4cf5..000000000
--- a/jaffle_shop/models/staging/schema.yml
+++ /dev/null
@@ -1,31 +0,0 @@
-version: 2
-
-models:
-  - name: stg_customers
-    columns:
-      - name: customer_id
-        tests:
-          - unique
-          - not_null
-
-  - name: stg_orders
-    columns:
-      - name: order_id
-        tests:
-          - unique
-          - not_null
-      - name: status
-        tests:
-          - accepted_values:
-              values: ['placed', 'shipped', 'completed', 'return_pending', 'returned']
-
-  - name: stg_payments
-    columns:
-      - name: payment_id
-        tests:
-          - unique
-          - not_null
-      - name: payment_method
-        tests:
-          - accepted_values:
-              values: ['credit_card', 'coupon', 'bank_transfer', 'gift_card']
diff --git a/jaffle_shop/models/staging/src_seed/_models.yml b/jaffle_shop/models/staging/src_seed/_models.yml
new file mode 100644
index 000000000..55045221e
--- /dev/null
+++ b/jaffle_shop/models/staging/src_seed/_models.yml
@@ -0,0 +1,80 @@
+version: 2
+
+models:
+  - name: stg_customers_pii
+    meta:
+      owner: 'nathan.lugg@kraken.tech'
+      sensitive: true
+    description: |
+      A table with a row per customer which simply contains their first_name, last_name,
+      and customer ID
+    columns:
+      - name: customer_id
+        description: Primary key
+        tests:
+          - unique
+          - not_null
+      - name: first_name
+        meta:
+          sensitive: true
+      - name: last_name
+        meta:
+          sensitive: true
+
+  - name: stg_customers
+    meta:
+      owner: 'nathan.lugg@kraken.tech'
+    description: |
+      A non-sensitive version of `stg_customers_pii` where the first_name and last_name
+      have been replaced with hashes
+    columns:
+      - name: customer_id
+        description: Primary key
+        tests:
+          - unique
+          - not_null
+      - name: first_name_hash
+      - name: last_name_hash
+
+  - name: stg_orders
+    description: |
+      A row per order, where an order consists of:
+        - customer_id
+        - order_date
+        - status
+    columns:
+      - name: order_id
+        description: Primary key
+        tests:
+          - unique
+          - not_null
+      - name: customer_id
+        description: Foreign key referring to customer_id in `stg_customers_pii`/`stg_customers`
+      - name: order_date
+        description: The date the order was placed
+      - name: status
+        description: Current status of the order
+        tests:
+          - accepted_values:
+              values: ['placed', 'shipped', 'completed', 'return_pending', 'returned']
+
+  - name: stg_payments
+    description: |
+      A row per payment, where a payment consists of:
+        - order_id
+        - payment_menthod
+        - amount_aud
+    columns:
+      - name: payment_id
+        description: Primary key
+        tests:
+          - unique
+          - not_null
+      - name: order_id
+        description: Foreign key referring to order_id in `stg_orders`
+      - name: payment_method
+        tests:
+          - accepted_values:
+              values: ['credit_card', 'coupon', 'bank_transfer', 'gift_card']
+      - name: amount_aud
+        description: The amount, in dollars, of the order
diff --git a/jaffle_shop/models/staging/src_seed/stg_customers.sql b/jaffle_shop/models/staging/src_seed/stg_customers.sql
new file mode 100644
index 000000000..4538cbb8e
--- /dev/null
+++ b/jaffle_shop/models/staging/src_seed/stg_customers.sql
@@ -0,0 +1,3 @@
+SELECT
+  {{ hash_sensitive_columns('stg_customers_pii') }}
+FROM {{ ref('stg_customers_pii') }}
diff --git a/jaffle_shop/models/staging/src_seed/stg_customers_pii.sql b/jaffle_shop/models/staging/src_seed/stg_customers_pii.sql
new file mode 100644
index 000000000..890acaaee
--- /dev/null
+++ b/jaffle_shop/models/staging/src_seed/stg_customers_pii.sql
@@ -0,0 +1,16 @@
+WITH source_ AS (
+  SELECT *
+  FROM {{ ref('raw_customers') }}
+)
+
+, renamed_ AS (
+  SELECT
+    id AS customer_id
+    , first_name
+    , last_name
+  FROM source_
+)
+
+
+SELECT *
+FROM renamed_
diff --git a/jaffle_shop/models/staging/src_seed/stg_orders.sql b/jaffle_shop/models/staging/src_seed/stg_orders.sql
new file mode 100644
index 000000000..86488458a
--- /dev/null
+++ b/jaffle_shop/models/staging/src_seed/stg_orders.sql
@@ -0,0 +1,17 @@
+WITH source_ AS (
+  SELECT *
+  FROM {{ ref('raw_orders') }}
+)
+
+, renamed_ AS (
+  SELECT
+    id AS order_id,
+    user_id AS customer_id,
+    order_date,
+    status
+  FROM source_
+)
+
+
+SELECT *
+FROM renamed_
diff --git a/jaffle_shop/models/staging/src_seed/stg_payments.sql b/jaffle_shop/models/staging/src_seed/stg_payments.sql
new file mode 100644
index 000000000..8fd0b6cc8
--- /dev/null
+++ b/jaffle_shop/models/staging/src_seed/stg_payments.sql
@@ -0,0 +1,18 @@
+WITH source_ AS (
+  SELECT *
+  FROM {{ ref('raw_payments') }}
+)
+
+, renamed_ AS (
+  select
+      id AS payment_id
+      , order_id
+      , payment_method
+      -- `amount` is currently stored in cents, so we convert it to dollars
+      , amount / 100 AS amount_aud
+  FROM source_
+)
+
+
+SELECT *
+FROM renamed_
diff --git a/jaffle_shop/models/staging/stg_customers.sql b/jaffle_shop/models/staging/stg_customers.sql
deleted file mode 100644
index cad047269..000000000
--- a/jaffle_shop/models/staging/stg_customers.sql
+++ /dev/null
@@ -1,22 +0,0 @@
-with source as (
-
-    {#-
-    Normally we would select from the table here, but we are using seeds to load
-    our data in this project
-    #}
-    select * from {{ ref('raw_customers') }}
-
-),
-
-renamed as (
-
-    select
-        id as customer_id,
-        first_name,
-        last_name
-
-    from source
-
-)
-
-select * from renamed
diff --git a/jaffle_shop/models/staging/stg_orders.sql b/jaffle_shop/models/staging/stg_orders.sql
deleted file mode 100644
index a654dcb94..000000000
--- a/jaffle_shop/models/staging/stg_orders.sql
+++ /dev/null
@@ -1,23 +0,0 @@
-with source as (
-
-    {#-
-    Normally we would select from the table here, but we are using seeds to load
-    our data in this project
-    #}
-    select * from {{ ref('raw_orders') }}
-
-),
-
-renamed as (
-
-    select
-        id as order_id,
-        user_id as customer_id,
-        order_date,
-        status
-
-    from source
-
-)
-
-select * from renamed
diff --git a/jaffle_shop/models/staging/stg_payments.sql b/jaffle_shop/models/staging/stg_payments.sql
deleted file mode 100644
index 700cf7f4f..000000000
--- a/jaffle_shop/models/staging/stg_payments.sql
+++ /dev/null
@@ -1,25 +0,0 @@
-with source as (
-    
-    {#-
-    Normally we would select from the table here, but we are using seeds to load
-    our data in this project
-    #}
-    select * from {{ ref('raw_payments') }}
-
-),
-
-renamed as (
-
-    select
-        id as payment_id,
-        order_id,
-        payment_method,
-
-        -- `amount` is currently stored in cents, so we convert it to dollars
-        amount / 100 as amount
-
-    from source
-
-)
-
-select * from renamed
diff --git a/jaffle_shop/models/docs.md b/jaffle_shop/models/warehouse/_docs.md
similarity index 100%
rename from jaffle_shop/models/docs.md
rename to jaffle_shop/models/warehouse/_docs.md
diff --git a/jaffle_shop/models/schema.yml b/jaffle_shop/models/warehouse/_models.yml
similarity index 82%
rename from jaffle_shop/models/schema.yml
rename to jaffle_shop/models/warehouse/_models.yml
index 381349cfd..0ae49d2a0 100644
--- a/jaffle_shop/models/schema.yml
+++ b/jaffle_shop/models/warehouse/_models.yml
@@ -1,7 +1,7 @@
 version: 2
 
 models:
-  - name: customers
+  - name: wh_customers
     description: This table has basic information about a customer, as well as some derived facts based on a customer's orders
 
     columns:
@@ -11,12 +11,6 @@ models:
           - unique
           - not_null
 
-      - name: first_name
-        description: Customer's first name. PII.
-
-      - name: last_name
-        description: Customer's last name. PII.
-
       - name: first_order
         description: Date (UTC) of a customer's first order
 
@@ -26,10 +20,10 @@ models:
       - name: number_of_orders
         description: Count of the number of orders a customer has placed
 
-      - name: total_order_amount
+      - name: total_order_amount_aud
         description: Total value (AUD) of a customer's orders
 
-  - name: orders
+  - name: wh_orders
     description: This table has basic information about orders, as well as some derived facts based on payments
 
     columns:
@@ -44,7 +38,7 @@ models:
         tests:
           - not_null
           - relationships:
-              to: ref('customers')
+              to: ref('wh_customers')
               field: customer_id
 
       - name: order_date
@@ -56,27 +50,27 @@ models:
           - accepted_values:
               values: ['placed', 'shipped', 'completed', 'return_pending', 'returned']
 
-      - name: amount
+      - name: total_amount_aud
         description: Total amount (AUD) of the order
         tests:
           - not_null
 
-      - name: credit_card_amount
+      - name: credit_card_amount_aud
         description: Amount of the order (AUD) paid for by credit card
         tests:
           - not_null
 
-      - name: coupon_amount
+      - name: coupon_amount_aud
         description: Amount of the order (AUD) paid for by coupon
         tests:
           - not_null
 
-      - name: bank_transfer_amount
+      - name: bank_transfer_amount_aud
         description: Amount of the order (AUD) paid for by bank transfer
         tests:
           - not_null
 
-      - name: gift_card_amount
+      - name: gift_card_amount_aud
         description: Amount of the order (AUD) paid for by gift card
         tests:
           - not_null
diff --git a/jaffle_shop/models/warehouse/wh_customers.sql b/jaffle_shop/models/warehouse/wh_customers.sql
new file mode 100644
index 000000000..704cea360
--- /dev/null
+++ b/jaffle_shop/models/warehouse/wh_customers.sql
@@ -0,0 +1,52 @@
+WITH customers_ AS (
+  SELECT *
+  FROM {{ ref('stg_customers') }}
+)
+
+, orders_ AS (
+  SELECT *
+  FROM {{ ref('stg_orders') }}
+)
+
+, payments_ AS (
+  SELECT *
+  FROM {{ ref('stg_payments') }}
+)
+
+, customer_orders_ AS (
+    SELECT
+      customer_id
+      , min(order_date) AS first_order
+      , max(order_date) AS most_recent_order
+      , count(order_id) AS number_of_orders
+    FROM orders_
+    GROUP BY customer_id
+)
+
+, customer_payments_ AS (
+  SELECT
+    orders_.customer_id
+    , SUM(payments_.amount_aud) AS total_amount_aud
+  FROM payments_
+  LEFT JOIN orders_
+    ON payments_.order_id = orders_.order_id
+  GROUP BY orders_.customer_id
+)
+
+, final_ AS (
+  SELECT
+    customers_.customer_id
+    , customer_orders_.first_order
+    , customer_orders_.most_recent_order
+    , customer_orders_.number_of_orders
+    , customer_payments_.total_amount_aud AS total_order_amount_aud
+  FROM customers_
+  LEFT JOIN customer_orders_
+    ON customers_.customer_id = customer_orders_.customer_id
+  LEFT JOIN customer_payments_
+    ON customers_.customer_id = customer_payments_.customer_id
+)
+
+
+SELECT *
+FROM final_
diff --git a/jaffle_shop/models/warehouse/wh_orders.sql b/jaffle_shop/models/warehouse/wh_orders.sql
new file mode 100644
index 000000000..5bfe656d4
--- /dev/null
+++ b/jaffle_shop/models/warehouse/wh_orders.sql
@@ -0,0 +1,47 @@
+{% set payment_methods = ['credit_card', 'coupon', 'bank_transfer', 'gift_card'] %}
+
+WITH orders_ AS (
+  SELECT *
+  FROM {{ ref('stg_orders') }}
+)
+
+, payments_ AS (
+  SELECT *
+  FROM {{ ref('stg_payments') }}
+)
+
+, order_payments_ AS (
+  SELECT
+    order_id
+    {% for payment_method in payment_methods -%}
+    , SUM(
+      CASE
+        WHEN payment_method = '{{ payment_method }}'
+          THEN amount_aud
+        ELSE 0
+      END
+    ) AS {{ payment_method }}_amount_aud
+    {% endfor -%}
+    , SUM(amount_aud) AS total_amount_aud
+  FROM payments_
+  GROUP BY order_id
+)
+
+, final_ AS (
+  select
+    orders_.order_id
+    , orders_.customer_id
+    , orders_.order_date
+    , orders_.status
+    {% for payment_method in payment_methods -%}
+    , order_payments_.{{ payment_method }}_amount_aud
+    {% endfor -%}
+    , order_payments_.total_amount_aud
+  FROM orders_
+  LEFT JOIN order_payments_
+    ON orders_.order_id = order_payments_.order_id
+)
+
+
+SELECT *
+FROM final_
diff --git a/jaffle_shop/package-lock.yml b/jaffle_shop/package-lock.yml
new file mode 100644
index 000000000..01c2e19ec
--- /dev/null
+++ b/jaffle_shop/package-lock.yml
@@ -0,0 +1,10 @@
+packages:
+- package: dbt-labs/dbt_utils
+  version: 1.3.0
+- package: dbt-labs/spark_utils
+  version: 0.3.0
+- package: dbt-labs/codegen
+  version: 0.12.1
+- package: dbt-labs/dbt_project_evaluator
+  version: 0.14.3
+sha1_hash: 59adf0a667e307048209cbea5ef70e871d6ec49a
diff --git a/packages.yml b/jaffle_shop/packages.yml
similarity index 62%
rename from packages.yml
rename to jaffle_shop/packages.yml
index 81ec273e5..60d125387 100644
--- a/packages.yml
+++ b/jaffle_shop/packages.yml
@@ -1,9 +1,9 @@
 packages:
   - package: dbt-labs/dbt_utils
-    version: 0.8.6
+    version: '>=0.8.6'
   - package: dbt-labs/spark_utils
-    version: 0.3.0
+    version: '>=0.3.0'
   - package: dbt-labs/codegen
-    version: 0.7.0
+    version: '>=0.7.0'
   - package: dbt-labs/dbt_project_evaluator
-    version: 0.1.3
\ No newline at end of file
+    version: '>=0.1.3'
\ No newline at end of file
diff --git a/jaffle_shop/seeds/_seeds.yml b/jaffle_shop/seeds/_seeds.yml
new file mode 100644
index 000000000..1b228de69
--- /dev/null
+++ b/jaffle_shop/seeds/_seeds.yml
@@ -0,0 +1,6 @@
+version: 2
+
+seeds:
+  - name: raw_customers
+  - name: raw_orders
+  - name: raw_payments
\ No newline at end of file
diff --git a/jaffle_shop/seeds/dbt_project_evaluator_exceptions.csv b/jaffle_shop/seeds/dbt_project_evaluator_exceptions.csv
new file mode 100644
index 000000000..fa604d678
--- /dev/null
+++ b/jaffle_shop/seeds/dbt_project_evaluator_exceptions.csv
@@ -0,0 +1,2 @@
+fct_name,column_name,id_to_exclude,comment
+fct_staging_dependent_on_staging,parent,stg_customers_pii,Scrubbing pii permitted in staging layer.
diff --git a/selectors.yml b/jaffle_shop/selectors.yml
similarity index 100%
rename from selectors.yml
rename to jaffle_shop/selectors.yml
diff --git a/package_projects/dbt_project_evaluator.yml b/package_projects/dbt_project_evaluator.yml
deleted file mode 100644
index 12e86f3e4..000000000
--- a/package_projects/dbt_project_evaluator.yml
+++ /dev/null
@@ -1,87 +0,0 @@
-name: 'dbt_project_evaluator'
-version: '1.0.0'
-config-version: 2
-
-require-dbt-version: [">=1.1.0", "<2.0.0"]
-
-model-paths: ["models"]
-analysis-paths: ["analysis"]
-test-paths: ["tests"]
-seed-paths: ["seeds"]
-macro-paths: ["macros"]
-snapshot-paths: ["snapshots"]
-
-target-path: "target"  # directory which will store compiled SQL files
-clean-targets:         # directories to be removed by `dbt clean`
-  - "target"
-  - "dbt_packages"
-
-dispatch:
-  - macro_namespace: dbt_utils
-    search_order: ['dbt_project_evaluator', 'spark_utils', 'dbt_utils']
-
-models:
-  dbt_project_evaluator:
-    marts:
-      core:
-        int_all_graph_resources:
-          +materialized: table
-        int_direct_relationships:
-          # required for BigQuery and Redshift for performance/memory reasons
-          +materialized: "{{ 'table' if target.type in ['bigquery', 'redshift', 'databricks'] else 'view' }}"
-        int_all_dag_relationships:
-          # required for BigQuery, Redshift, and Databricks for performance/memory reasons
-          +materialized: "{{ 'table' if target.type in ['bigquery', 'redshift', 'databricks'] else 'view' }}"
-      dag:
-        +materialized: table
-    staging:
-      graph:
-        stg_nodes:
-          +materialized: table
-        stg_node_relationships:
-          +materialized: table
-      variables:
-        stg_naming_convention_folders:
-          # required for Redshift because listagg runs only on tables
-          +materialized: "{{ 'table' if target.type == 'redshift' else 'view' }}"
-        stg_naming_convention_prefixes:
-          # required for Redshift because listagg runs only on tables
-          +materialized: "{{ 'table' if target.type == 'redshift' else 'view' }}"
-
-
-vars:
-
-  # -- Tests and docs coverage variables --
-  documentation_coverage_target: 100
-  test_coverage_target: 100
-
-  # -- DAG variables --
-  models_fanout_threshold: 3
-
-  # -- Naming conventions variables --
-  # to add a new "layer", update the variable list_layers
-  # and create new variables with the names <layer>_folder_name and/or <layer>_prefixes
-  model_types: ['staging', 'intermediate', 'warehouse', 'final', 'tests']
-
-  staging_folder_name: 'staging'
-  intermediate_folder_name: 'intermediate'
-  warehouse_folder_name: 'warehouse'
-  final_folder_name: 'final'
-  tests_folder_name: 'tests'
-
-  staging_prefixes: ['stg_']
-  intermediate_prefixes: ['inter_']
-  warehouse_prefixes: ['wh_']
-  final_prefixes: ['fnl_']
-  tests_prefixes: ['test_']
-
-  # -- Performance variables --
-  chained_views_threshold: 5
-
-  # -- Warehouse specific variables --
-  max_depth_dag: 9
-
-seeds:
-  dbt_project_evaluator:
-    dbt_project_evaluator_exceptions:
-      +enabled: false
\ No newline at end of file
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 000000000..7f15492a5
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,2 @@
+[tool.pytest.ini_options]
+addopts = "--ignore=dbt_packages"
diff --git a/testing/profiles.yml b/testing/profiles.yml
index 1701dc714..02f88967c 100644
--- a/testing/profiles.yml
+++ b/testing/profiles.yml
@@ -2,9 +2,6 @@ jaffle_shop:
   target: jaffle_shop
   outputs:
     jaffle_shop:
-      type: databricks
-      host: "{{ env_var('DATABRICKS_HOST') }}"
-      token: "{{ env_var('DATABRICKS_TOKEN') }}"
-      schema: "{{ env_var('DATABRICKS_TARGET') }}"
-      http_path: "/sql/1.0/endpoints/{{ env_var('DATABRICKS_ENDPOINT') }}"
-      threads: 300
+      type: duckdb
+      path: dbt.duckdb
+      threads: 10
diff --git a/workspace.ipynb b/workspace.ipynb
new file mode 100644
index 000000000..51bf0cb6c
--- /dev/null
+++ b/workspace.ipynb
@@ -0,0 +1,139 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "RendererRegistry.enable('png')"
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import altair as alt\n",
+    "import duckdb\n",
+    "\n",
+    "alt.renderers.enable(\"png\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "c = duckdb.connect(\"dbt.duckdb\", read_only=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "alt.Chart(...)"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {
+      "image/png": {
+       "height": 347,
+       "width": 345
+      }
+     },
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "t = c.sql(\n",
+    "    \"\"\"\n",
+    "    SELECT *\n",
+    "    FROM fnl_sales_newcustomers\n",
+    "    ORDER BY first_order_month\n",
+    "    \"\"\"\n",
+    ")\n",
+    "\n",
+    "(\n",
+    "    alt.Chart(t)\n",
+    "    .mark_bar()\n",
+    "    .encode(\n",
+    "        x=alt.X(\"yearmonth(first_order_month):T\"),\n",
+    "        y=alt.Y(\"num_new_customers:Q\"),\n",
+    "    )\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "alt.Chart(...)"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {
+      "image/png": {
+       "height": 122,
+       "width": 345
+      }
+     },
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "t = c.sql(\n",
+    "    \"\"\"\n",
+    "    SELECT *\n",
+    "    FROM fnl_finance_returnsamout\n",
+    "    WHERE total_returned_amount_aud > 0\n",
+    "    \"\"\"\n",
+    ")\n",
+    "\n",
+    "(\n",
+    "    alt.Chart(t)\n",
+    "    .mark_bar()\n",
+    "    .encode(\n",
+    "        x=alt.X(\"total_returned_amount_aud:Q\"),\n",
+    "        y=alt.Y(\"customer_id:O\", sort=alt.Sort(\"-x\")),\n",
+    "    )\n",
+    ")"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": ".venv",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.14"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}