diff --git a/Pipfile b/Pipfile
index a710c27..12d1d12 100644
--- a/Pipfile
+++ b/Pipfile
@@ -14,6 +14,10 @@ httpx = "*"
 kaggle = ">=1.5.16"
 prefect-slack = "*"
 tabulate = "==0.9.0"
+sqlmodel = ">=0.0.14"
+prefect-sqlalchemy = "*"
+mysql-connector-python = "*"
+pydantic-settings = "*"
 
 [dev-packages]
 pipenv = "*"
diff --git a/Pipfile.lock b/Pipfile.lock
index c053f42..38240af 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "af57dc2838edb4cfe0b14a4f31d272afdfa6ad8846f8bd99a892c8920d9ce2a9"
+            "sha256": "6c5c734af3606d1ffc2c309358950190f60fc4b1660dc92576aa67e2fd204250"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -236,19 +236,19 @@
         },
         "boto3": {
             "hashes": [
-                "sha256:33a8b6d9136fa7427160edb92d2e50f2035f04e9d63a2d1027349053e12626aa",
-                "sha256:b2f321e20966f021ec800b7f2c01287a3dd04fc5965acdfbaa9c505a24ca45d1"
+                "sha256:35bcbecf1b5d3620c93f0062d2994177f8bda25a9d2cba144d6462793c16065b",
+                "sha256:476896e70d36c9134d4125834280c597c17b54bff4902baf2e5fcde74f8acec8"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==1.34.34"
+            "version": "==1.34.39"
         },
         "botocore": {
             "hashes": [
-                "sha256:54093dc97372bb7683f5c61a279aa8240408abf3b2cc494ae82a9a90c1b784b5",
-                "sha256:cd060b0d88ebb2b893f1411c1db7f2ba66cc18e52dcc57ad029564ef5fec437b"
+                "sha256:9f00bd5e4698bcdd37ce6e224a896baf58d209678ed92834944b767de9061cc5",
+                "sha256:e175360445424b83b0e28ae20d301b99cf44ff2c9d5ab1d8670899bec05a9753"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==1.34.34"
+            "version": "==1.34.39"
         },
         "cachetools": {
             "hashes": [
@@ -613,11 +613,11 @@
         },
         "fsspec": {
             "hashes": [
-                "sha256:8548d39e8810b59c38014934f6b31e57f40c1b20f911f4cc2b85389c7e9bf0cb",
-                "sha256:d800d87f72189a745fa3d6b033b9dc4a34ad069f60ca60b943a63599f5501960"
+                "sha256:817f969556fa5916bc682e02ca2045f96ff7f586d45110fcb76022063ad2c7d8",
+                "sha256:b6ad1a679f760dda52b1168c859d01b7b80648ea6f7f7c7f5a8a91dc3f3ecb84"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==2023.12.2"
+            "version": "==2024.2.0"
         },
         "google-auth": {
             "hashes": [
@@ -700,11 +700,11 @@
         },
         "griffe": {
             "hashes": [
-                "sha256:76c4439eaa2737af46ae003c331ab6ca79c5365b552f7b5aed263a3b4125735b",
-                "sha256:db1da6d1d8e08cbb20f1a7dee8c09da940540c2d4c1bfa26a9091cf6fc36a9ec"
+                "sha256:5b8c023f366fe273e762131fe4bfd141ea56c09b3cb825aa92d06a82681cfd93",
+                "sha256:66c48a62e2ce5784b6940e603300fcfb807b6f099b94e7f753f1841661fd5c7c"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==0.40.0"
+            "version": "==0.40.1"
         },
         "h11": {
             "hashes": [
@@ -815,10 +815,10 @@
         },
         "kaggle": {
             "hashes": [
-                "sha256:6a91a7bacb461d2682edf4ca7163f1811ed8ca8a84492263c468ffe7703f101f"
+                "sha256:9bf8b6d76a23bcbc327f15cc21fc678baa733953dce012ec795c274cfae745d0"
             ],
             "index": "pypi",
-            "version": "==1.6.4"
+            "version": "==1.6.5"
         },
         "kubernetes": {
             "hashes": [
@@ -1123,6 +1123,39 @@
             "markers": "python_version >= '3.8'",
             "version": "==1.34.17"
         },
+        "mysql-connector-python": {
+            "hashes": [
+                "sha256:0deb38f05057e12af091a48e03a1ff00e213945880000f802879fae5665e7502",
+                "sha256:125714c998a697592bc56cce918a1acc58fadc510a7f588dbef3e53a1920e086",
+                "sha256:1db5b48b4ff7d24344217ed2418b162c7677eec86ab9766dc0e5feae39c90974",
+                "sha256:201e609159b84a247be87b76f5deb79e8c6b368e91f043790e62077f13f3fed8",
+                "sha256:27f8be2087627366a44a6831ec68b568c98dbf0f4ceff24682d90c21db6e0f1f",
+                "sha256:4be4165e4cd5acb4659261ddc74e9164d2dfa0d795d5695d52f2bf39ea0762fa",
+                "sha256:51d97bf771519829797556718d81e8b9bdcd0a00427740ca57c085094c8bde17",
+                "sha256:55cb57d8098c721abce20fdef23232663977c0e5c87a4d0f9f73466f32c7d168",
+                "sha256:5718e426cf67f041772d4984f709052201883f74190ba6feaddce5cbd3b99e6f",
+                "sha256:5e2c86c60be08c71bae755d811fe8b89ec4feb8117ec3440ebc6c042dd6f06bc",
+                "sha256:5f707a9b040ad4700fc447ba955c78b08f2dd5affde37ac2401918f7b6daaba3",
+                "sha256:73ee8bc5f9626c42b37342a91a825cddb3461f6bfbbd6524d8ccfd3293aaa088",
+                "sha256:77bae496566d3da77bb0e938d89243103d20ee41633f626a47785470451bf45c",
+                "sha256:7f4f5fa844c19ee3a78c4606f6e138b06829e75469592d90246a290c7befc322",
+                "sha256:85fa878fdd6accaeb7d609bd2637c2cfa61592e7f9bdbdc0da18b2fa998d3d5a",
+                "sha256:9302d774025e76a0fac46bfeea8854b3d6819715a6a16ff23bfcda04218a76b7",
+                "sha256:b2901391b651d60dab3cc8985df94976fc1ea59fa7324c5b19d0a4177914c8dd",
+                "sha256:c57d02fd6c28be444487e7905ede09e3fecb18377cf82908ca262826369d3401",
+                "sha256:de0f2f2baa9e091ca8bdc4a091f874f9cd0b84b256389596adb0e032a05fe9f9",
+                "sha256:de5c3ee89d9276356f93df003949d3ba4c486f32fec9ec9fd7bc0caab124d89c",
+                "sha256:de74055944b214bff56e1752ec213d705c421414c67a250fb695af0c5c214135",
+                "sha256:e4ff23aa8036b4c5b6463fa81398bb5a528a29f99955de6ba937f0bba57a2fe3",
+                "sha256:e868ccc7ad9fbc242546db04673d89cee87d12b8139affd114524553df4e5d6a",
+                "sha256:ec6dc3434a7deef74ab04e8978f6c5e181866a5423006c1b5aec5390a189d28d",
+                "sha256:f4ee7e07cca6b744874d60d6b0b24817d9246eb4e8d7269b7ddbe68763a0bd13",
+                "sha256:f7acacdf9fd4260702f360c00952ad9a9cc73e8b7475e0d0c973c085a3dd7b7d"
+            ],
+            "index": "pypi",
+            "markers": "python_version >= '3.8'",
+            "version": "==8.3.0"
+        },
         "oauthlib": {
             "hashes": [
                 "sha256:8139f29aac13e25d502680e9e19963e83f16838d48a0d71c287fe40e7067fbca",
@@ -1133,59 +1166,59 @@
         },
         "orjson": {
             "hashes": [
-                "sha256:03ea7ee7e992532c2f4a06edd7ee1553f0644790553a118e003e3c405add41fa",
-                "sha256:06e42e899dde61eb1851a9fad7f1a21b8e4be063438399b63c07839b57668f6c",
-                "sha256:09d60450cda3fa6c8ed17770c3a88473a16460cd0ff2ba74ef0df663b6fd3bb8",
-                "sha256:0fc156fba60d6b50743337ba09f052d8afc8b64595112996d22f5fce01ab57da",
-                "sha256:12756a108875526b76e505afe6d6ba34960ac6b8c5ec2f35faf73ef161e97e07",
-                "sha256:1bb8f657c39ecdb924d02e809f992c9aafeb1ad70127d53fb573a6a6ab59d549",
-                "sha256:2849f88a0a12b8d94579b67486cbd8f3a49e36a4cb3d3f0ab352c596078c730c",
-                "sha256:29bf08e2eadb2c480fdc2e2daae58f2f013dff5d3b506edd1e02963b9ce9f8a9",
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-                "sha256:3186b18754befa660b31c649a108a915493ea69b4fc33f624ed854ad3563ac65",
-                "sha256:410f24309fbbaa2fab776e3212a81b96a1ec6037259359a32ea79fbccfcf76aa",
-                "sha256:4a0cd56e8ee56b203abae7d482ac0d233dbfb436bb2e2d5cbcb539fe1200a312",
-                "sha256:54071b7398cd3f90e4bb61df46705ee96cb5e33e53fc0b2f47dbd9b000e238e1",
-                "sha256:5586a533998267458fad3a457d6f3cdbddbcce696c916599fa8e2a10a89b24d3",
-                "sha256:59feb148392d9155f3bfed0a2a3209268e000c2c3c834fb8fe1a6af9392efcbf",
-                "sha256:5c157e999e5694475a5515942aebeed6e43f7a1ed52267c1c93dcfde7d78d421",
-                "sha256:61563d5d3b0019804d782137a4f32c72dc44c84e7d078b89d2d2a1adbaa47b52",
-                "sha256:640e2b5d8e36b970202cfd0799d11a9a4ab46cf9212332cd642101ec952df7c8",
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-                "sha256:950951799967558c214cd6cceb7ceceed6f81d2c3c4135ee4a2c9c69f58aa225",
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-                "sha256:cd52dec9eddf4c8c74392f3fd52fa137b5f2e2bed1d9ae958d879de5f7d7cded",
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-                "sha256:daa438bd8024e03bcea2c5a92cd719a663a58e223fba967296b6ab9992259dbf",
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-                "sha256:e773f251258dd82795fd5daeac081d00b97bacf1548e44e71245543374874bcf",
-                "sha256:ed398f9a9d5a1bf55b6e362ffc80ac846af2122d14a8243a1e6510a4eabcb71e",
-                "sha256:f4098c7674901402c86ba6045a551a2ee345f9f7ed54eeffc7d86d155c8427e5"
+                "sha256:031df1026c7ea8303332d78711f180231e3ae8b564271fb748a03926587c5546",
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+                "sha256:16946d095212a3dec552572c5d9bca7afa40f3116ad49695a397be07d529f1fa",
+                "sha256:1ab9dbdec3f13f3ea6f937564ce21651844cfbf2725099f2f490426acf683c23",
+                "sha256:23f21faf072ed3b60b5954686f98157e073f6a8068eaa58dbde83e87212eda84",
+                "sha256:266e55c83f81248f63cc93d11c5e3a53df49a5d2598fa9e9db5f99837a802d5d",
+                "sha256:2cc03a35bfc71c8ebf96ce49b82c2a7be6af4b3cd3ac34166fdb42ac510bbfff",
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+                "sha256:31372ba3a9fe8ad118e7d22fba46bbc18e89039e3bfa89db7bc8c18ee722dca8",
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+                "sha256:3869d65561f10071d3e7f35ae58fd377056f67d7aaed5222f318390c3ad30339",
+                "sha256:3deadd8dc0e9ff844b5b656fa30a48dbee1c3b332d8278302dd9637f6b09f627",
+                "sha256:43fd6036b16bb6742d03dae62f7bdf8214d06dea47e4353cde7e2bd1358d186f",
+                "sha256:446d9ad04204e79229ae19502daeea56479e55cbc32634655d886f5a39e91b44",
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+                "sha256:5b98cd948372f0eb219bc309dee4633db1278687161e3280d9e693b6076951d2",
+                "sha256:5ef58869f3399acbbe013518d8b374ee9558659eef14bca0984f67cb1fbd3c37",
+                "sha256:60da7316131185d0110a1848e9ad15311e6c8938ee0b5be8cbd7261e1d80ee8f",
+                "sha256:62e9a99879c4d5a04926ac2518a992134bfa00d546ea5a4cae4b9be454d35a22",
+                "sha256:63ef57a53bfc2091a7cd50a640d9ae866bd7d92a5225a1bab6baa60ef62583f2",
+                "sha256:6e47153db080f5e87e8ba638f1a8b18995eede6b0abb93964d58cf11bcea362f",
+                "sha256:730385fdb99a21fce9bb84bb7fcbda72c88626facd74956bda712834b480729d",
+                "sha256:7ccd5bd222e5041069ad9d9868ab59e6dbc53ecde8d8c82b919954fbba43b46b",
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+                "sha256:811ac076855e33e931549340288e0761873baf29276ad00f221709933c644330",
+                "sha256:828c502bb261588f7de897e06cb23c4b122997cb039d2014cb78e7dabe92ef0c",
+                "sha256:838b898e8c1f26eb6b8d81b180981273f6f5110c76c22c384979aca854194f1b",
+                "sha256:860d0f5b42d0c0afd73fa4177709f6e1b966ba691fcd72175affa902052a81d6",
+                "sha256:8a730bf07feacb0863974e67b206b7c503a62199de1cece2eb0d4c233ec29c11",
+                "sha256:9156b96afa38db71344522f5517077eaedf62fcd2c9148392ff93d801128809c",
+                "sha256:9171e8e1a1f221953e38e84ae0abffe8759002fd8968106ee379febbb5358b33",
+                "sha256:978117122ca4cc59b28af5322253017f6c5fc03dbdda78c7f4b94ae984c8dd43",
+                "sha256:9b1b5adc5adf596c59dca57156b71ad301d73956f5bab4039b0e34dbf50b9fa0",
+                "sha256:9bcf56efdb83244cde070e82a69c0f03c47c235f0a5cb6c81d9da23af7fbaae4",
+                "sha256:a8c83718346de08d68b3cb1105c5d91e5fc39885d8610fdda16613d4e3941459",
+                "sha256:ae77275a28667d9c82d4522b681504642055efa0368d73108511647c6499b31c",
+                "sha256:b57c0954a9fdd2b05b9cec0f5a12a0bdce5bf021a5b3b09323041613972481ab",
+                "sha256:b812417199eeb169c25f67815cfb66fd8de7ff098bf57d065e8c1943a7ba5c8f",
+                "sha256:cfad553a36548262e7da0f3a7464270e13900b898800fb571a5d4b298c3f8356",
+                "sha256:d3222db9df629ef3c3673124f2e05fb72bc4a320c117e953fec0d69dde82e36d",
+                "sha256:d714595d81efab11b42bccd119977d94b25d12d3a806851ff6bfd286a4bce960",
+                "sha256:d92a3e835a5100f1d5b566fff79217eab92223ca31900dba733902a182a35ab0",
+                "sha256:ddc089315d030c54f0f03fb38286e2667c05009a78d659f108a8efcfbdf2e585",
+                "sha256:e3b0c4da61f39899561e08e571f54472a09fa71717d9797928af558175ae5243",
+                "sha256:eaaf80957c38e9d3f796f355a80fad945e72cd745e6b64c210e635b7043b673e",
+                "sha256:fa6b67f8bef277c2a4aadd548d58796854e7d760964126c3209b19bccc6a74f1",
+                "sha256:fc6bc65b0cf524ee042e0bc2912b9206ef242edfba7426cf95763e4af01f527a"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==3.9.12"
+            "version": "==3.9.13"
         },
         "packaging": {
             "hashes": [
@@ -1232,25 +1265,25 @@
         },
         "polars": {
             "hashes": [
-                "sha256:59845bae0b614b3291baa889cfc2a251e1024129696bb655596f2b5556e9f9a1",
-                "sha256:7c7b494beea914a54bcae8868dee3988a88ecb48525df948e07aacf2fb83e711",
-                "sha256:9e86736f68440bf97a9100fa0a79ae7ce616d1af6fd4669fff1345f03aab14c0",
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             "index": "pypi",
             "markers": "python_version >= '3.8'",
-            "version": "==0.20.6"
+            "version": "==0.20.7"
         },
         "prefect": {
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             "markers": "python_version >= '3.8'",
-            "version": "==2.14.20"
+            "version": "==2.14.21"
         },
         "prefect-aws": {
             "hashes": [
@@ -1270,6 +1303,15 @@
             "markers": "python_version >= '3.7'",
             "version": "==0.2.2"
         },
+        "prefect-sqlalchemy": {
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@@ -1307,96 +1349,105 @@
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             ],
             "markers": "python_version >= '3.8'",
-            "version": "==2.16.1"
+            "version": "==2.16.2"
+        },
+        "pydantic-settings": {
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@@ -1414,20 +1465,28 @@
             "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
             "version": "==2.8.2"
         },
+        "python-dotenv": {
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+            "version": "==1.0.1"
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         "python-slugify": {
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-            "version": "==8.0.3"
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@@ -1748,11 +1807,11 @@
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@@ -1863,58 +1922,67 @@
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@@ -1958,11 +2026,11 @@
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@@ -2069,11 +2137,11 @@
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@@ -2424,19 +2492,19 @@
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@@ -2642,12 +2710,12 @@
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@@ -3331,12 +3399,12 @@
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@@ -3356,21 +3424,21 @@
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@@ -3441,96 +3509,96 @@
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@@ -3542,35 +3610,35 @@
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@@ -3610,24 +3678,23 @@
                 "sha256:e324ee90a023d808f1959c46bcbc04446a10ced277783dc6ee09987c37ec10ca",
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@@ -3972,11 +4039,11 @@
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@@ -4276,11 +4343,11 @@
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@@ -4292,36 +4359,38 @@
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-                "sha256:7c5f84b5194c24dd573fa6472685b2a27cc5a17fe5f7b6fd40345378ca6812e3",
-                "sha256:7e447d172af52ad204d19982739aa2346245cc5ba6f579d16dac4bfec226d2e7",
-                "sha256:8ae9cda41fa114e28faf86cb137d751a17ffd0316d1c34ccf2235e8a84365c7f",
-                "sha256:8f3ceecd20d71067c7fd4c9e832d4e22584318983cabc013dbf3f70ea95de346",
-                "sha256:9fac43a7466eb73e64a9940ac9ed6369baa39b3bf221ae23493a9ec4d0022674",
-                "sha256:a70a8dcde91be523c35b2bf96196edc5730edb347e374c7de7cd20c43ed95397",
-                "sha256:adfdeab2da79ea2f76f87eb42a3ab1966a5313e5a69a0213a3cc06ef692b0e96",
-                "sha256:ba07e92756c97e3aca0912b5cbc4e5ad802f4557212788e72a72a47ff376950d",
-                "sha256:c07253088265c363d1ddf4b3cdb808d59a0468ecd017770ed716991620b8f77a",
-                "sha256:c9d8c8ec7efb887333cf71e328e39cffbf771d8f8f95d308ea4125bf5f90ba64",
-                "sha256:d00e6be486affb5781468457b21a6cbe848c33ef43f9ea4a73b4882e5f188a44",
-                "sha256:d429c2430c93b7903914e4db9a966c7f2b068dd2ebdd2fa9b9ce094c7d459f33"
+                "sha256:11e12fafb13372e18ca1bbf12d50f593e7280646687463dd47730fd4f4d5d257",
+                "sha256:2895bf0518361a9728773083908801a376743bcc37dfa252b801af8fd281b1ca",
+                "sha256:39cb34b1f1afbf23e9562501673e7146777efe95da24fab5707b88f7fb11649b",
+                "sha256:45cc09cc4c3b43fb10b59ef4d07318d9a3ecdbff03abd2e36e77b6dd9f9a5c85",
+                "sha256:4986db5e8880b0e6b7cd52ba36255d4793bf5cdc95bd6264806c233173b1ec0b",
+                "sha256:5369136a6474678e02426bd984466343924d1df8e2fd94a9b443cb7e3aa20d19",
+                "sha256:557ba04c816d23ce98a06e70af6abaa0485f6d94994ec78a42b05d1c03dcbd50",
+                "sha256:6a4db54edea37d1058b08947c789a2354ee02972ed5d1e0dca9b0b820f4c7f92",
+                "sha256:6a80d5cae8c265842c7419c560b9961561556c4361b297b4c431903f8c33b269",
+                "sha256:6a9c71a0b02985b4b0b6d14b875a6c86ddea2fdbebd0c9a720a806a8bbffc69f",
+                "sha256:6c47bdd680009b11c9ac382163e05ca43baf4127954c5f6d0250e7d772d2b80c",
+                "sha256:6e949a8a94186bced05b6508faa61b7adacc911115664ccb1923b9ad1f1ccf7b",
+                "sha256:73c7a935e62033bd5e8f0da33a4dcb763da2361921a69a5a95aaf6c93aa03a87",
+                "sha256:76ad8484379695f3fe46228962017a7e1337e9acadafed67eb20aabb175df98b",
+                "sha256:8350d4055505412a426b6ad8c521bc7d367d1637a762c70fdd93a3a0d595990b",
+                "sha256:87e9df830022488e235dd601478c15ad73a0389628588ba0b028cb74eb72fed8",
+                "sha256:8f9a542c979df62098ae9c58b19e03ad3df1c9d8c6895d96c0d51da17b243b1c",
+                "sha256:8fec441f5adcf81dd240a5fe78e3d83767999771630b5ddfc5867827a34fa3d3",
+                "sha256:9a03e16e55465177d416699331b0f3564138f1807ecc5f2de9d55d8f188d08c7",
+                "sha256:ba30a896166f0fee83183cec913298151b73164160d965af2e93a20bbd2ab605",
+                "sha256:c17d98799f32e3f55f181f19dd2021d762eb38fdd381b4a748b9f5a36738e935",
+                "sha256:c522392acc5e962bcac3b22b9592493ffd06d1fc5d755954e6be9f4990de932b",
+                "sha256:d0f9bd1fd919134d459d8abf954f63886745f4660ef66480b9d753a7c9d40927",
+                "sha256:d18d7f18a47de6863cd480734613502904611730f8def45fc52a5d97503e5101",
+                "sha256:d31481ccf4694a8416b681544c23bd271f5a123162ab603c7d7d2dd7dd901a07",
+                "sha256:e3e7065cbdabe6183ab82199d7a4f6b3ba0a438c5a512a68559846ccb76a78ec",
+                "sha256:eed82cdf79cd7f0232e2fdc1ad05b06a5e102a43e331f7d041e5f0e0a34a51c4",
+                "sha256:f970663fa4f7e80401a7b0cbeec00fa801bf0287d93d48368fc3e6fa32716245",
+                "sha256:f9b2fdca47dc855516b2d66eef3c39f2672cbf7e7a42e7e67ad2cbfcd6ba107d"
             ],
-            "markers": "python_version >= '3.7'",
-            "version": "==3.0.0"
+            "markers": "python_version >= '3.8'",
+            "version": "==4.0.0"
         },
         "wcwidth": {
             "hashes": [
diff --git a/infrastructure/borderlands-aurora/CREATE_IAM_USER.sql b/infrastructure/borderlands-aurora/CREATE_IAM_USER.sql
index aca22cb..99e182a 100644
--- a/infrastructure/borderlands-aurora/CREATE_IAM_USER.sql
+++ b/infrastructure/borderlands-aurora/CREATE_IAM_USER.sql
@@ -24,8 +24,9 @@ GRANT
     -- permissions for more complex routines
     CREATE TEMPORARY TABLES,
     EXECUTE,
-    TRIGGER
-ON Borderlands.* TO 'BorderlandsExecutor';
+    TRIGGER,
+    LOAD FROM S3
+ON borderlands.* TO 'BorderlandsExecutor';
 
 -- Grants the RDS user the necessary permissions to read and write to the Borderlands database
 GRANT 'BorderlandsExecutor' TO 'Prefect';
diff --git a/infrastructure/terraform/aurora.tf b/infrastructure/terraform/aurora.tf
index e8a602f..48b3152 100644
--- a/infrastructure/terraform/aurora.tf
+++ b/infrastructure/terraform/aurora.tf
@@ -26,14 +26,65 @@ resource "aws_iam_role" "rds" {
     }
 }
 
+data "aws_iam_policy_document" "s3_read" {
+  statement {
+    effect    = "Allow"
+    actions   = [
+        "s3:GetObject"
+    ]
+    resources = [
+        "${aws_s3_bucket.core_bucket.arn}/*"
+    ]
+  }
+}
+
+resource "aws_iam_policy" "rds_s3_read" {
+    name        = "rds-s3-read"
+    description = "Allows RDS to read from S3"
+    policy      = data.aws_iam_policy_document.s3_read.json
+}
+
+resource "aws_iam_role_policy_attachment" "rds_s3_read" {
+    policy_arn = aws_iam_policy.rds_s3_read.arn
+    role       = aws_iam_role.rds.name
+}
+
 // ------------------------------
 // RDS Cluster
 
+resource "aws_rds_cluster_parameter_group" "dev" {
+    name        = "rds-cluster-pg-borderlands-dev"
+    family      = "aurora-mysql8.0"
+    description = "Custom parameter group for the Borderlands dev RDS cluster"
+
+    parameter {
+        name  = "aws_default_s3_role"
+        value = aws_iam_role.rds.arn
+    }
+
+    parameter {
+        // Allows Prefect DB user to automatically assume the BorderlandsExecutor role
+        name  = "activate_all_roles_on_login"
+        value = "TRUE"
+    }
+
+    tags = {
+        project = "borderlands"
+    }
+}
+
 resource "aws_rds_cluster" "borderlands_dev" {
     // Cluster config
     cluster_identifier = "borderlands-dev"
     engine = "aurora-mysql"
+    engine_mode = "provisioned"
     engine_version = "8.0.mysql_aurora.3.04.1"
+    db_cluster_parameter_group_name = aws_rds_cluster_parameter_group.dev.name
+
+    serverlessv2_scaling_configuration {
+        max_capacity = 1.0
+        min_capacity = 0.5
+    }
 
     // DB instance
     database_name = "borderlands"
@@ -66,7 +117,7 @@ resource "aws_rds_cluster" "borderlands_dev" {
 resource "aws_rds_cluster_instance" "instance_1" {
     cluster_identifier = aws_rds_cluster.borderlands_dev.cluster_identifier
     identifier = "borderlands-dev-instance-1"
-    instance_class = "db.t3.medium"
+    instance_class = "db.serverless"
     engine = "aurora-mysql"
     engine_version = "8.0.mysql_aurora.3.04.1"
 
@@ -103,6 +154,10 @@ resource "aws_iam_user_policy" "prefect_user_dev_rds_access" {
     policy = data.aws_iam_policy_document.dev_rds_access.json
 }
 
+
+// ------------------------------
+// RDS Cluster Outputs
+
 output "rds_cluster_endpoint" {
     description = "The endpoint of the RDS cluster."
     value = aws_rds_cluster.borderlands_dev.endpoint  
diff --git a/src/borderlands/blocks.py b/src/borderlands/blocks.py
index aab52be..2fa1c3c 100644
--- a/src/borderlands/blocks.py
+++ b/src/borderlands/blocks.py
@@ -3,103 +3,123 @@
 """
 
 import asyncio
+from typing import Awaitable
 
+from prefect.blocks.core import Block
 from prefect.utilities.asyncutils import sync_compatible
 from prefect_aws import S3Bucket
 from prefect_slack import SlackWebhook
-from prefecto.filesystems import create_child
+from pydantic import Field
+from pydantic_settings import BaseSettings, SettingsConfigDict
 
+from .utilities.blocks import RdsCredentials
 
-class Blocks:
+
+class Blocks(BaseSettings):
     """Class for lazy loading Prefect Blocks."""
 
-    _core_bucket: S3Bucket | None = None
-    _persistence_bucket: S3Bucket | None = None
-    _oryx_bucket: S3Bucket | None = None
-    _assets_bucket: S3Bucket | None = None
-    _media_bucket: S3Bucket | None = None
-    _webhook: SlackWebhook | None = None
+    model_config = SettingsConfigDict(
+        env_prefix="blocks_",
+        case_sensitive=False,
+    )
+
+    core_bucket_name: str = Field(
+        "s3-bucket-borderlands-core",
+        description="The name of the S3 bucket for result data.",
+    )
+
+    persistence_bucket_name: str = Field(
+        "s3-bucket-borderlands-persistence",
+        description="The name of the S3 bucket for Prefect persistence data.",
+    )
+
+    webhook_name: str = Field(
+        "slack-webhook-borderlands",
+        description="The name of the Slack webhook for notifications.",
+    )
+
+    rds_credentials_name: str = Field(
+        "rds-credentials-borderlands",
+        description="The name of the RDS credentials for the program.",
+    )
+
+    def __init__(self, **kwargs):
+        super().__init__(**kwargs)
+        self._core_bucket: S3Bucket | None = None
+        self._persistence_bucket: S3Bucket | None = None
+        self._webhook: SlackWebhook | None = None
+        self._rds_credentials: RdsCredentials | None = None
+
+    def copy(self) -> "Blocks":
+        """Return a copy of the blocks."""
+        new_blocks = Blocks()
+
+        new_blocks._core_bucket = self._core_bucket
+        new_blocks.core_bucket_name = self.core_bucket_name
+
+        new_blocks._persistence_bucket = self._persistence_bucket
+        new_blocks.persistence_bucket_name = self.persistence_bucket_name
+
+        new_blocks._webhook = self._webhook
+        new_blocks.webhook_name = self.webhook_name
+
+        new_blocks._rds_credentials = self._rds_credentials
+        new_blocks.rds_credentials_name = self.rds_credentials_name
+        return new_blocks
+
+    def reset(self):
+        """Reset the blocks."""
+        self._core_bucket = None
+        self._persistence_bucket = None
+        self._webhook = None
+        self._rds_credentials = None
 
     @property
     def core_bucket(self) -> S3Bucket:
         """Returns the bucket for the program. Loads if it isn't already."""
         if not self._core_bucket:
-            self._core_bucket = S3Bucket.load("s3-bucket-borderlands-core")
+            self._core_bucket = S3Bucket.load(self.core_bucket_name)
         return self._core_bucket
 
     @property
     def persistence_bucket(self) -> S3Bucket:
         """Returns the bucket for the program. Loads if it isn't already."""
         if not self._persistence_bucket:
-            self._persistence_bucket = S3Bucket.load(
-                "s3-bucket-borderlands-persistence"
-            )
+            self._persistence_bucket = S3Bucket.load(self.persistence_bucket_name)
         return self._persistence_bucket
 
     @property
     def webhook(self) -> SlackWebhook:
         """Returns the webhook for the program. Loads if it isn't already."""
         if not self._webhook:
-            self._webhook = SlackWebhook.load("slack-webhook-borderlands")
+            self._webhook = SlackWebhook.load(self.webhook_name)
         return self._webhook
 
     @property
-    def oryx_bucket(self) -> S3Bucket:
-        """Returns the bucket for the program. Loads if it isn't already."""
-        if not self._oryx_bucket:
-            self._oryx_bucket = create_child(self.core_bucket, "oryx", "-oryx")
-        return self._oryx_bucket
-
-    @property
-    def assets_bucket(self) -> S3Bucket:
-        """Returns the bucket for the program. Loads if it isn't already."""
-        if not self._assets_bucket:
-            self._assets_bucket = create_child(self.core_bucket, "assets", "-assets")
-        return self._assets_bucket
-
-    @property
-    def media_bucket(self) -> S3Bucket:
-        """Returns the bucket for the program. Loads if it isn't already."""
-        if not self._media_bucket:
-            self._media_bucket = create_child(self.core_bucket, "media", "-media")
-        return self._media_bucket
+    def rds_credentials(self) -> RdsCredentials:
+        """Returns the RDS credentials for the program. Loads if it isn't already."""
+        if not self._rds_credentials:
+            self._rds_credentials = RdsCredentials.load(self.rds_credentials_name)
+        return self._rds_credentials
 
     @sync_compatible
     async def load(self):
         """Load the blocks."""
-        self._core_bucket = (
-            (await self.core_bucket)
-            if asyncio.iscoroutine(self.core_bucket)
-            else self.core_bucket
-        )
-
-        self._persistence_bucket = (
-            (await self.persistence_bucket)
-            if asyncio.iscoroutine(self.persistence_bucket)
-            else self.persistence_bucket
-        )
-
-        self._webhook = (
-            (await self.webhook) if asyncio.iscoroutine(self.webhook) else self.webhook
-        )
-
-        self._oryx_bucket = (
-            (await self.oryx_bucket)
-            if asyncio.iscoroutine(self.oryx_bucket)
-            else self.oryx_bucket
-        )
-
-        self._assets_bucket = (
-            (await self.assets_bucket)
-            if asyncio.iscoroutine(self.assets_bucket)
-            else self.assets_bucket
-        )
-
-        self._media_bucket = (
-            (await self.media_bucket)
-            if asyncio.iscoroutine(self.media_bucket)
-            else self.media_bucket
-        )
+        self._core_bucket = _return_or_await_and_return(self.core_bucket)
+
+        self._persistence_bucket = _return_or_await_and_return(self.persistence_bucket)
+
+        self._webhook = _return_or_await_and_return(self.webhook)
+
+        self._rds_credentials = _return_or_await_and_return(self.rds_credentials)
+
+
+@sync_compatible
+async def _return_or_await_and_return(block: Block | Awaitable[Block]) -> Block:
+    """Return the block if it is already loaded, otherwise await and return."""
+    if asyncio.iscoroutine(block):
+        return await block
+    return block
 
 
 blocks = Blocks()
diff --git a/src/borderlands/cli/__init__.py b/src/borderlands/cli/__init__.py
index d1481c6..4476f3e 100644
--- a/src/borderlands/cli/__init__.py
+++ b/src/borderlands/cli/__init__.py
@@ -6,6 +6,8 @@
 
 from borderlands.cli.blocks import blocks
 from borderlands.cli.docs import docs
+from borderlands.cli.rds import rds
 
 borderlands.add_command(blocks)
 borderlands.add_command(docs)
+borderlands.add_command(rds)
diff --git a/src/borderlands/cli/blocks.py b/src/borderlands/cli/blocks.py
index e5cd1c1..f1809d7 100644
--- a/src/borderlands/cli/blocks.py
+++ b/src/borderlands/cli/blocks.py
@@ -248,6 +248,86 @@ def kaggle_credentials(
     save(kaggle_username, downstream=[partial(save, kaggle_key)])
 
 
+@blocks.command()
+@click.option(
+    "-n",
+    "--database-name",
+    type=str,
+    default="borderlands",
+    help="The name of the database.",
+)
+@click.option(
+    "-u",
+    "--username",
+    type=str,
+    default="Prefect",
+    help="The username for the database.",
+)
+@click.option(
+    "-h",
+    "--host",
+    type=str,
+    default="env:DATABASE_HOST",
+    help="The host for the database. Prefix with 'env:' to use an environment variable.",
+)
+@click.option(
+    "-p",
+    "--port",
+    type=int,
+    default=3306,
+    help="The port for the database.",
+)
+@click.option(
+    "-c",
+    "--credentials",
+    type=str,
+    default="aws-credentials-prefect",
+    help="The name of the AWS credentials block. Prefix with 'env:' to use an environment variable.",
+)
+@click.option(
+    "-b",
+    "--block-name",
+    type=str,
+    default="rds-credentials-dev",
+    help="The name of the block.",
+)
+def rds_credentials(
+    database_name: str,
+    username: str,
+    host: str,
+    port: int,
+    credentials: str,
+    block_name: str,
+):
+    """Create the RDS credentials block. The database and IAM user ought to be configured for AWS IAM authentication."""
+
+    if host.startswith("env:"):
+        env_var = host.split(":", maxsplit=1)[1]
+        host = os.environ[env_var]
+
+    if credentials.startswith("env:"):
+        env_var = credentials.split(":", maxsplit=1)[1]
+        credentials = os.environ[env_var]
+
+    from prefect_aws import AwsCredentials
+    from prefect_sqlalchemy import SyncDriver
+
+    from borderlands.utilities.blocks import RdsCredentials
+
+    iam_credentials = AwsCredentials.load(credentials)
+
+    db_credentials = RdsCredentials(
+        _block_document_name=block_name,
+        driver=SyncDriver.MYSQL_MYSQLCONNECTOR,
+        database=database_name,
+        username=username,
+        host=host,
+        port=port,
+        iam_credentials=iam_credentials,
+    )
+    save(db_credentials)
+
+
 @blocks.command()
 @click.option(
     "-u",
diff --git a/src/borderlands/cli/rds.py b/src/borderlands/cli/rds.py
new file mode 100644
index 0000000..3656c49
--- /dev/null
+++ b/src/borderlands/cli/rds.py
@@ -0,0 +1,45 @@
+"""
+Module to manage RDS assets.
+"""
+
+import os
+
+import click
+
+
+@click.group()
+def rds():
+    """Manage RDS assets."""
+    pass
+
+
+@click.group()
+def tables():
+    """Manage RDS tables."""
+    pass
+
+
+rds.add_command(tables)
+
+
+@tables.command()
+@click.option(
+    "--credentials",
+    "-c",
+    default="database-credentials-admin",
+    type=str,
+    help="Credentials with permission to create the table.",
+)
+def equipment_loss(credentials: str):
+    """Create the EquipmentLoss table."""
+
+    os.environ["LIBMYSQL_ENABLE_CLEARTEXT_PLUGIN"] = "1"
+
+    from prefect_sqlalchemy import DatabaseCredentials
+
+    from borderlands.models import EquipmentLoss
+
+    credentials: DatabaseCredentials = DatabaseCredentials.load(credentials)
+    engine = credentials.get_engine()
+
+    EquipmentLoss.metadata.create_all(engine.engine, checkfirst=True)
diff --git a/src/borderlands/enums.py b/src/borderlands/enums.py
index d2f405b..7f6d9d3 100644
--- a/src/borderlands/enums.py
+++ b/src/borderlands/enums.py
@@ -19,3 +19,7 @@ class MediaType(enum.Enum):
     VIDEO = "video"
     GIF = "gif"
     UNKNOWN = "unknown"
+
+
+class LossDateInferenceMethod(enum.StrEnum):
+    """The method used to infer the date of the equipment loss."""
diff --git a/src/borderlands/media.py b/src/borderlands/media.py
index 2a7f42d..39f3ae6 100644
--- a/src/borderlands/media.py
+++ b/src/borderlands/media.py
@@ -18,7 +18,7 @@
 
 from . import enums, paths
 from .blocks import blocks
-from .definitions import EquipmentLoss, Media, media_inventory
+from .definitions import Media, media_inventory
 from .schema import Tag
 from .utilities import io_, web, wrappers
 
@@ -48,12 +48,12 @@ def create_media_inventory_from_oryx(df: pl.DataFrame) -> str:
 
     # Get the media from the evidence_url
     lf = (
-        lf.groupby(EquipmentLoss.url_hash.name)
+        lf.groupby("url_hash")
         .agg(
-            EquipmentLoss.evidence_url.col.first().alias(Media.url.name),
-            EquipmentLoss.evidence_source.col.first().alias(Media.evidence_source.name),
+            pl.col("evidence_url").first().alias("url"),
+            pl.col("evidence_source").first().alias("evidence_source"),
         )
-        .rename({EquipmentLoss.url_hash.name: Media.url_hash.name})
+        .rename({"url_hash": "url_hash"})
     )
     # Fill the others with None
     null_fields = list(Media.iter(exclude=[Tag.inherited, Tag.dimension]))
@@ -126,8 +126,8 @@ def create_media_key(ctx: dict) -> str:
         str: The media key.
     """
     return (
-        f"{ctx[Media.evidence_source.name]}/"
-        f"{ctx[Media.url_hash.name]}{ctx[Media.file_type.name] or '.unknown'}"
+        f"{ctx['evidence_source']}/"
+        f"{ctx['url_hash']}{ctx['file_type'] or '.unknown'}"
     )
 
 
@@ -147,8 +147,8 @@ def get_downloaded_and_not_downloaded(
     Returns:
         tuple[pl.DataFrame, pl.DataFrame]: The downloaded and not downloaded dataframes.
     """
-    downloaded = df.filter(Media.media_key.col.is_not_null())
-    not_downloaded = df.filter(Media.media_key.col.is_null())
+    downloaded = df.filter(pl.col("media_key").is_not_null())
+    not_downloaded = df.filter(pl.col("media_key").is_null())
     return downloaded, not_downloaded
 
 
@@ -173,31 +173,29 @@ async def download_file(
     try:
         try:
             await sem.acquire()
-            url = ctx[Media.url.name]
+            url = ctx["url"]
 
             async with client.stream("GET", url) as r:
                 r.raise_for_status()
                 # Infer the file type and with that the media type
-                ctx[Media.file_type.name] = io_.infer_media_extension(
-                    ctx[Media.url.name], r.headers
-                )
-                ctx[Media.media_type.name] = (
+                ctx["file_type"] = io_.infer_media_extension(ctx["url"], r.headers)
+                ctx["media_type"] = (
                     enums.MediaType.IMAGE.value
-                    if ctx[Media.file_type.name]
+                    if ctx["file_type"]
                     else enums.MediaType.UNKNOWN.value
                 )
                 path = create_media_key(ctx)
                 with tempfile.SpooledTemporaryFile(
-                    prefix=ctx[Media.url_hash.name], suffix=".partial"
+                    prefix=ctx["url_hash"], suffix=".partial"
                 ) as fo:
                     async for chunk in r.aiter_bytes():
                         fo.write(chunk)
                     fo.seek(0)
                     # Assign the media key and type
-                    ctx[Media.media_key.name] = (
+                    ctx["media_key"] = (
                         await blocks.media_bucket.upload_from_file_object(fo, path)
                     )
-                    ctx[Media.as_of_date.name] = datetime.datetime.utcnow()
+                    ctx["as_of_date"] = datetime.datetime.utcnow()
         finally:
             sem.release()
     except httpx.HTTPStatusError as e:
@@ -253,7 +251,7 @@ async def wrapper(
             logger = get_prefect_or_default_logger()
             logger.info(f"Searching for {evidence_source.value} media to download")
 
-            df = df.filter(Media.evidence_source.col == evidence_source.value)
+            df = df.filter(pl.col("evidence_source") == evidence_source.value)
             downloaded, not_downloaded = get_downloaded_and_not_downloaded(df)
 
             if not_downloaded.shape[0] == 0:
@@ -309,10 +307,7 @@ async def download_postimg(contexts: list[dict], concurrency: int = 10):
         sem = anyio.Semaphore(concurrency)
         async with anyio.create_task_group() as tg:
             for ctx in contexts:
-                if (
-                    ctx[Media.evidence_source.name]
-                    == enums.EvidenceSource.POST_IMG.value
-                ):
+                if ctx["evidence_source"] == enums.EvidenceSource.POST_IMG.value:
                     tg.start_soon(download_file, client, ctx, sem)
 
 
@@ -327,7 +322,7 @@ async def download(df: pl.DataFrame) -> pl.DataFrame:
         pl.DataFrame: The dataframe with the media keys.
     """
     logger = get_prefect_or_default_logger()
-    evidence_sources = df[Media.evidence_source.name].unique().to_list()
+    evidence_sources = df["evidence_source"].unique().to_list()
     results: dict[str, pl.DataFrame] = {}
     async with anyio.create_task_group() as tg:
         for evidence_source in evidence_sources:
@@ -337,6 +332,6 @@ async def download(df: pl.DataFrame) -> pl.DataFrame:
             else:
                 logger.warning(f"No handler for {evidence_source}")
                 results[evidence_source] = df.filter(
-                    Media.evidence_source.col == evidence_source
+                    pl.col("evidence_source") == evidence_source
                 )
     return pl.concat(results.values())
diff --git a/src/borderlands/models.py b/src/borderlands/models.py
new file mode 100644
index 0000000..7701050
--- /dev/null
+++ b/src/borderlands/models.py
@@ -0,0 +1,166 @@
+"""
+Database models for the datasets.
+"""
+
+import datetime
+
+import polars as pl
+import sqlalchemy as sa
+from sqlmodel import Field, SQLModel
+
+from borderlands.enums import EvidenceSource
+
+
+class EquipmentLoss(SQLModel, table=True):
+    """Data model for the equipment loss dataset."""
+
+    # Dimensions
+    country: str = Field(
+        primary_key=True,
+        title="Country",
+        description="The ISO Alpha-3 code of the country that lost the equipment.",
+        sa_type=sa.String(3),
+    )
+    category: str = Field(
+        primary_key=True,
+        title="Category",
+        description="The equipment category as defined by Oryx.",
+        sa_type=sa.String(64),
+    )
+    model: str = Field(
+        primary_key=True,
+        title="Model",
+        description="The equipment model as defined by Oryx.",
+        sa_type=sa.String(64),
+    )
+    url_hash: str = Field(
+        primary_key=True,
+        title="URL Hash",
+        description="A SHA-256 hash of the `evidence_url`.",
+        sa_type=sa.String(64),
+        index=True,
+    )
+    case_id: int = Field(
+        primary_key=True,
+        title="Case ID",
+        description=(
+            "A special ID for discriminating equipment losses when their `country`, `category`, `model`, and `url_hash` are the same."
+            " Order is determined by appearance in the source page."
+        ),
+        sa_type=sa.SmallInteger,
+    )
+
+    # Statuses
+    is_abandoned: bool = Field(
+        title="Abandoned",
+        description="The loss is due to abandonment.",
+    )
+    is_captured: bool = Field(
+        title="Captured",
+        description="The loss is due to a belligerent capturing the equipment.",
+    )
+    is_damaged: bool = Field(
+        title="Damaged",
+        description="The loss is due to damage.",
+    )
+    is_destroyed: bool = Field(
+        title="Destroyed",
+        description="The loss is due to irrepairable destruction.",
+    )
+    is_scuttled: bool = Field(
+        title="Scuttled",
+        description="The loss is due to scuttling. Only applies to naval equipment.",
+    )
+    is_stripped: bool = Field(
+        title="Stripped",
+        description="The equipment was stripped of parts.",
+    )
+    is_sunk: bool = Field(
+        title="Sunk",
+        description="The loss is due to sinking. Only applies to naval equipment.",
+    )
+    is_raised: bool = Field(
+        title="Raised",
+        description="The equipment was raised from the sea floor.",
+    )
+
+    # Attributes
+    evidence_url: str = Field(
+        title="Evidence URL",
+        description="The URL to the evidence of the equipment loss. Derived from `oryx_evidence_url`.",
+        nullable=False,
+        sa_type=sa.String(512),
+    )
+    country_of_production: str = Field(
+        title="Country of Production",
+        description="The ISO Alpha-3 code of the country that produces the equipment.",
+        sa_type=sa.String(3),
+    )
+    evidence_source: EvidenceSource = Field(
+        None,
+        title="Evidence Source",
+        description="The source the Oryx loss references as evidence of the status.",
+        sa_type=sa.String(32),
+    )
+
+    # Source context
+    oryx_description: str | None = Field(
+        None,
+        title="Oryx Description",
+        description="The description of the equipment loss as provided by Oryx.",
+    )
+    oryx_id: int | None = Field(
+        None,
+        title="Oryx ID",
+        description="The ID of the equipment loss as provided by Oryx. Unreliable due to duplicates.",
+    )
+    oryx_evidence_url: str = Field(
+        title="Oryx Evidence URL",
+        description="The URL to the Oryx cites for the equipment loss.",
+        sa_type=sa.String(512),
+    )
+    country_of_production_flag_url: str = Field(
+        None,
+        title="Country of Production Flag URL",
+        description="The URL to the flag of the country that produces the `model`.",
+        sa_type=sa.String(512),
+    )
+    created_on: datetime.datetime = Field(
+        title="As of Date",
+        description="The date the row was added to the dataset.",
+        default_factory=datetime.datetime.now,
+        nullable=False,
+    )
+
+    @classmethod
+    def polars_schema(cls) -> dict[str, type[pl.DataType]]:
+        """Returns the Polars schema for the model."""
+        return dict(
+            country=pl.Utf8,
+            category=pl.Utf8,
+            model=pl.Utf8,
+            url_hash=pl.Utf8,
+            case_id=pl.Int32,
+            is_abandoned=pl.Boolean,
+            is_captured=pl.Boolean,
+            is_damaged=pl.Boolean,
+            is_destroyed=pl.Boolean,
+            is_scuttled=pl.Boolean,
+            is_stripped=pl.Boolean,
+            is_sunk=pl.Boolean,
+            is_raised=pl.Boolean,
+            evidence_url=pl.Utf8,
+            country_of_production=pl.Utf8,
+            evidence_source=pl.Utf8,
+            date_of_loss=pl.Date,
+            country_of_production_flag_url=pl.Utf8,
+            oryx_description=pl.Utf8,
+            oryx_id=pl.Int32,
+            oryx_evidence_url=pl.Utf8,
+            date_loss_inference_method=pl.Utf8,
+            created_on=pl.Datetime,
+        )
+
+    def columns(self) -> list[str]:
+        """Returns the columns of the model."""
+        return list(self.polars_schema().keys())
diff --git a/src/borderlands/oryx.py b/src/borderlands/oryx.py
index 1b06381..a9618d9 100644
--- a/src/borderlands/oryx.py
+++ b/src/borderlands/oryx.py
@@ -6,6 +6,7 @@
 import enum
 import hashlib
 import logging
+import tempfile
 from urllib.parse import urlparse
 
 import bs4
@@ -18,10 +19,11 @@
 from prefecto.filesystems import task_persistence_subfolder
 from prefecto.logging import get_prefect_or_default_logger
 from prefecto.serializers.polars import PolarsSerializer
+from sqlmodel import Session
 
 from .blocks import blocks
-from .definitions import EquipmentLoss
 from .enums import EvidenceSource
+from .models import EquipmentLoss
 from .parser import article, parser
 from .utilities import web, wrappers
 
@@ -64,8 +66,8 @@ async def alert_on_unmapped_country_flags(df: pl.DataFrame) -> None:
     """
     logger = get_prefect_or_default_logger()
     unmapped: dict[str, str | int] = (
-        df.filter(EquipmentLoss.country_of_production.col.is_null())[
-            EquipmentLoss.country_of_production_flag_url.name
+        df.filter(pl.col("country_of_production").is_null())[
+            "country_of_production_flag_url"
         ]
         .value_counts()
         .to_dicts()
@@ -73,9 +75,7 @@ async def alert_on_unmapped_country_flags(df: pl.DataFrame) -> None:
 
     if unmapped:
         # Format the sections
-        urls = [
-            case[EquipmentLoss.country_of_production_flag_url.name] for case in unmapped
-        ]
+        urls = [case["country_of_production_flag_url"] for case in unmapped]
         n, affected = len(urls), sum([case["counts"] for case in unmapped])
         logger.warning(
             f"Found {n} unmapped country of production flags affecting {affected} records."
@@ -114,7 +114,9 @@ async def alert_on_unmapped_country_flags(df: pl.DataFrame) -> None:
 
 
 class Status(enum.Enum):
-    """Statuses the equipment may be in."""
+    """Statuses the equipment may be in. Names convert to model names by prefixing with 'is_' like
+    `is_abandoned`.
+    """
 
     ABANDONED = "abandoned"
     CAPTURED = "captured"
@@ -190,13 +192,21 @@ def parse_oryx_web_page(page: str, country: str | None = None) -> pl.DataFrame:
     generator = parser.OryxParser(soup, multi=country is None, logger=logger).parse(
         data_section_index
     )
-    df = pl.from_dicts(generator, schema=EquipmentLoss.schema())
+    df = pl.from_dicts(generator)
     logger.info(f"Found {len(df)} equipment losses for {country}")
 
+    df = df.rename(
+        {
+            "description": "oryx_description",
+            "evidence_url": "oryx_evidence_url",
+            "id_": "oryx_id",
+        }
+    )
+
     if country is not None:
         # Complete the country column
         df = df.with_columns(
-            pl.lit(country).alias(EquipmentLoss.country.name),
+            pl.lit(country).alias("country"),
         )
     return df
 
@@ -207,42 +217,21 @@ def assign_status(lf: pl.LazyFrame, *, logger: logging.Logger) -> pl.LazyFrame:
     """Assigns statuses to the equipment losses.
 
     Requires:
-    - `EquipmentLoss.description`
+    - `EquipmentLoss.oryx_description`
     """
     logger.info("Assigning statuses to equipment losses")
     lf = lf.with_columns(
         pl.when(
             # Check if the description contains any of the keywords
             pl.any_horizontal(
-                EquipmentLoss.description.col.str.contains(keyword)
-                for keyword in keywords
+                pl.col("oryx_description").str.contains(keyword) for keyword in keywords
             )
         )
-        .then(pl.lit(status.value))
-        .otherwise(pl.lit(None))
-        .alias(status.value)
+        .then(pl.lit(True))
+        .otherwise(pl.lit(False))
+        .alias(f"is_{status.value}")
         for status, keywords in STATUS_KEYWORD_MAP.items()
     )
-
-    status_columns = [status.value for status in Status._member_map_.values()]
-    TMP = "tmp"
-    # Combine the status columns into a single column
-    lf = lf.with_columns(
-        # Concatenate the status columns into a list
-        pl.concat_list(pl.col(status) for status in status_columns)
-        # Use only unique values
-        #  - This is only really applies to nulls. This way there is only one null in the list. Important for next.
-        .list.unique()
-        # Sort the list so that nulls are first
-        .list.sort().alias(TMP)
-    ).with_columns(
-        # If the first element of the list is null, drop it
-        pl.when(pl.col(TMP).list.first().is_null())
-        .then(pl.col(TMP).list.slice(1, None))
-        .otherwise(pl.col(TMP))
-        .alias(EquipmentLoss.status.name)
-    )
-    lf = lf.drop(status_columns + [TMP])
     return lf
 
 
@@ -259,9 +248,9 @@ def assign_country_of_production(
     logger.info("Assigning country of production flags to equipment losses")
 
     lf = lf.with_columns(
-        EquipmentLoss.country_of_production_flag_url.col.map_dict(mapper).alias(
-            EquipmentLoss.country_of_production.name
-        )
+        pl.col("country_of_production_flag_url")
+        .map_dict(mapper)
+        .alias("country_of_production")
     )
     return lf
 
@@ -276,9 +265,10 @@ def assign_evidence_source(lf: pl.LazyFrame, *, logger: logging.Logger) -> pl.La
     """
     logger.info("Assigning evidence sources to equipment losses")
     lf = lf.with_columns(
-        EquipmentLoss.evidence_url.col.apply(lambda x: urlparse(x).netloc)
+        pl.col("oryx_evidence_url")
+        .apply(lambda x: urlparse(x).netloc)
         .map_dict(DOMAIN_SOURCE_MAP)
-        .alias(EquipmentLoss.evidence_source.name)
+        .alias("evidence_source")
     )
     return lf
 
@@ -293,9 +283,9 @@ def calculate_url_hash(lf: pl.LazyFrame, *, logger: logging.Logger) -> pl.LazyFr
     """
     logger.info("Calculating URL hashes")
     lf = lf.with_columns(
-        EquipmentLoss.evidence_url.col.apply(
-            lambda url: hashlib.sha256(url.encode("utf-8")).hexdigest()
-        ).alias(EquipmentLoss.url_hash.name)
+        pl.col("evidence_url")
+        .apply(lambda url: hashlib.sha256(url.encode("utf-8")).hexdigest())
+        .alias("url_hash")
     )
     return lf
 
@@ -317,11 +307,11 @@ def resolve_aircraft_and_naval_page_updates(
     """Removes aircraft and naval losses that exist on the new pages."""
     agg = (
         lf.groupby(
-            EquipmentLoss.country.name,
-            EquipmentLoss.model.name,
-            EquipmentLoss.url_hash.name,
+            "country",
+            "model",
+            "url_hash",
         )
-        .agg(EquipmentLoss.category.col.unique().alias("categories"))
+        .agg(pl.col("category").unique().alias("categories"))
         .with_columns(
             (
                 pl.col("categories").list.contains(pl.lit("Aircraft"))
@@ -339,9 +329,9 @@ def resolve_aircraft_and_naval_page_updates(
     lf = lf.join(
         to_replace,
         on=[
-            EquipmentLoss.country.name,
-            EquipmentLoss.model.name,
-            EquipmentLoss.url_hash.name,
+            "country",
+            "model",
+            "url_hash",
         ],
         how="left",
     ).filter(
@@ -350,27 +340,31 @@ def resolve_aircraft_and_naval_page_updates(
         pl.col("to_replace").is_null()
         | (
             pl.col("to_replace").is_not_null()
-            & EquipmentLoss.category.col.is_in(["Aircraft", "Naval Ships"]).is_not()
+            & pl.col("category").is_in(["Aircraft", "Naval Ships"]).is_not()
         )
     )
 
-    lf = (
-        lf.join(
-            lookup,
-            left_on=[
-                EquipmentLoss.category.name,
-                EquipmentLoss.model.name,
-            ],
-            right_on=["old_category", "model"],
-            how="left",
-        )
-        .with_columns(
-            pl.when(pl.col("new_category").is_not_null())
-            .then(pl.col("new_category"))
-            .otherwise(pl.col("category"))
-            .alias(EquipmentLoss.category.name),
-        )
-        .drop("new_category")
+    lf = lf.join(
+        lookup,
+        left_on=[
+            "category",
+            "model",
+        ],
+        right_on=["old_category", "model"],
+        how="left",
+    ).with_columns(
+        pl.when(pl.col("new_category").is_not_null())
+        .then(pl.col("new_category"))
+        .otherwise(pl.col("category"))
+        .alias("category"),
+    )
+
+    lf = lf.drop(
+        "categories",
+        "from_original",
+        "new_category",
+        "pages_shared_on",
+        "to_replace",
     )
     return lf
 
@@ -399,17 +393,88 @@ def calculate_case_id(lf: pl.LazyFrame, *, logger: logging.Logger) -> pl.LazyFra
     To ensure that the two cases are not conflated, the case ID is used to discriminate between the two.
     """
     logger.info("Calculating case IDs")
-    lf = lf.with_columns(pl.lit(1).alias(EquipmentLoss.case_id.name)).with_columns(
-        EquipmentLoss.case_id.col.cumsum().over(
-            EquipmentLoss.country.name,
-            EquipmentLoss.category.name,
-            EquipmentLoss.model.name,
-            EquipmentLoss.url_hash.name,
+    lf = lf.with_columns(pl.lit(1).alias("case_id")).with_columns(
+        pl.col("case_id")
+        .cumsum()
+        .over(
+            "country",
+            "category",
+            "model",
+            "url_hash",
         ),
     )
     return lf
 
 
+@wrappers.force_lazyframe
+@wrappers.inject_default_logger
+def generate_evidence_url(lf: pl.LazyFrame, *, logger: logging.Logger) -> pl.LazyFrame:
+    """Generates the evidence URL for the equipment losses.
+
+    Requires:
+    - `EquipmentLoss.oryx_id`
+    """
+
+    logger.info("Generating evidence URLs")
+    # First populate with the general URL provided by Oryx
+    lf = lf.with_columns(
+        pl.col("oryx_evidence_url").alias("evidence_url"),
+    )
+
+    # Force http to https
+    lf = lf.with_columns(
+        pl.when(pl.col("evidence_url").str.starts_with("http://"))
+        .then(pl.col("evidence_url").str.replace(r"^http://", "https://", n=1))
+        .otherwise(pl.col("evidence_url"))
+        .alias("evidence_url"),
+    )
+
+    # Remove / suffix from URLs
+    lf = lf.with_columns(
+        pl.col("evidence_url").str.replace(r"/$", "", n=1).alias("evidence_url"),
+    )
+
+    # Remove the www. prefix from URLs
+    lf = lf.with_columns(
+        pl.col("evidence_url")
+        .str.replace(r"^[^/]+?//(www\.)", "", n=1)
+        .alias("evidence_url"),
+    )
+
+    # For postimg URLs, remove the filename and image subdomain
+    # e.g. https://i.postimg.cc/vZQn2h5x/2001-t80bv-destr.jpg -> https://postimg.cc/vZQn2h5x
+    lf = lf.with_columns(
+        pl.when(pl.col("evidence_source") == EvidenceSource.POST_IMG.value)
+        .then(
+            pl.col("evidence_url")
+            .str.replace(r"i\.postimg\.cc", "postimg.cc")
+            .str.extract(r"(^.+\.cc/[^/]+?)/")
+            .fill_null(pl.col("evidence_url"))
+        )
+        .alias("evidence_url"),
+    )
+    return lf
+
+
+@wrappers.force_lazyframe
+@wrappers.inject_default_logger
+def convert_country_to_iso(lf: pl.LazyFrame, *, logger: logging.Logger) -> pl.LazyFrame:
+    """Converts the country names to their ISO 3166-1 alpha-2 codes.
+
+    Requires:
+    - `EquipmentLoss.country`
+    """
+    logger.info("Converting country names to ISO codes")
+    return lf.with_columns(
+        pl.col("country").replace(
+            {
+                "Russia": "RUS",
+                "Ukraine": "UKR",
+            }
+        ),
+    )
+
+
 @task_persistence_subfolder(blocks.persistence_bucket)
 @task(
     tags=["www.oryxspioenkop.com"],
@@ -448,7 +513,7 @@ def pre_process_dataframe(
     # Add the as of date
     lf = (
         lf.with_columns(
-            pl.lit(as_of_date, dtype=pl.Datetime).alias(EquipmentLoss.as_of_date.name),
+            pl.lit(as_of_date, dtype=pl.Datetime).alias("as_of_date"),
         )
         .collect()
         .lazy()
@@ -457,10 +522,10 @@ def pre_process_dataframe(
     # Clean strings
     lf = (
         lf.with_columns(
-            EquipmentLoss.category.col.str.strip(),
-            EquipmentLoss.model.col.str.strip(),
-            EquipmentLoss.evidence_url.col.str.strip(),
-            EquipmentLoss.country_of_production_flag_url.col.str.strip(),
+            pl.col("category").str.strip(),
+            pl.col("model").str.strip(),
+            pl.col("oryx_evidence_url").str.strip(),
+            pl.col("country_of_production_flag_url").str.strip(),
         )
         .collect()
         .lazy()
@@ -472,11 +537,116 @@ def pre_process_dataframe(
             lf.pipe(assign_status)
             .pipe(assign_country_of_production, country_url_mapper)
             .pipe(assign_evidence_source)
+            .pipe(generate_evidence_url)
             .pipe(calculate_url_hash)
             .pipe(resolve_aircraft_and_naval_page_updates, category_corrections.lazy())
             .pipe(calculate_case_id)
+            .pipe(convert_country_to_iso)
         )
         .collect()
         .lazy()
     )
+
+    # Order columns
+    lf = lf.select(
+        "country",
+        "category",
+        "model",
+        "url_hash",
+        "case_id",
+        "is_abandoned",
+        "is_captured",
+        "is_damaged",
+        "is_destroyed",
+        "is_scuttled",
+        "is_stripped",
+        "is_sunk",
+        "is_raised",
+        "evidence_url",
+        "country_of_production",
+        "evidence_source",
+        "oryx_description",
+        "oryx_id",
+        "oryx_evidence_url",
+        "country_of_production_flag_url",
+        "as_of_date",
+    )
     return lf.collect()
+
+
+@task(
+    name="Load Oryx Equipment Loss to S3",
+    description="Loads a snapshot of the Oryx equipment loss data to S3 as an uncompressed CSV.",
+    retries=3,
+    retry_delay_seconds=exponential_backoff(3),
+    retry_jitter_factor=0.1,
+)
+def load_oryx_equipment_loss_to_s3(df: pl.DataFrame, path: str) -> str:
+    """Loads the Oryx equipment loss data to S3.
+
+    Parameters
+    ----------
+    df : pl.DataFrame
+        The data to load to S3.
+    path : str
+        The path to save the data to.
+    """
+    with tempfile.NamedTemporaryFile(mode="w+b", suffix=".csv") as f:
+        df.write_csv(f)
+        f.seek(0)
+        return blocks.core_bucket.upload_from_file_object(f, path)
+
+
+@task(
+    name="Load S3 Oryx Equipment Loss to Table",
+    description="Loads the Oryx equipment loss data from S3 to the production table.",
+    retries=3,
+    retry_delay_seconds=exponential_backoff(3),
+    retry_jitter_factor=0.1,
+    timeout_seconds=600,
+)
+def load_s3_equipment_loss_to_table(key: str):
+    """Loads the Oryx equipment loss data from S3 to a table."""
+
+    engine = blocks.rds_credentials.get_engine()
+    with Session(engine, autocommit=False) as session:
+        # Create and populate a staging table
+        with session.begin():
+            # Create a temporary table
+            temp_table_name = f"{EquipmentLoss.__tablename__}_staging"
+            session.exec(
+                f"""
+                CREATE TEMPORARY TABLE {temp_table_name} LIKE {EquipmentLoss.__tablename__};
+                """
+            )
+            # Load the data from S3
+            session.exec(
+                """
+                LOAD DATA FROM S3 '%(key)s'
+                INTO TABLE %(tmp)s
+                FIELDS TERMINATED BY ','
+                LINES TERMINATED BY '\n'
+                IGNORE 1 LINES;
+                """,
+                params=dict(
+                    key=key,
+                    tmp=temp_table_name,
+                ),
+            )
+
+        # Filter for rows not in the target table and insert them
+        with session.begin():
+            session.exec(
+                """
+                INSERT INTO %(target)s
+                SELECT
+                    staging.*
+                FROM %(tmp)s as staging
+                ANTIJOIN %(target)s as target
+                USING (country, category, model, url_hash, case_id);
+                """,
+                params=dict(
+                    target=EquipmentLoss.__tablename__,
+                    tmp=temp_table_name,
+                ),
+            )
diff --git a/src/borderlands/paths.py b/src/borderlands/paths.py
index 74f45c6..796dacb 100644
--- a/src/borderlands/paths.py
+++ b/src/borderlands/paths.py
@@ -1,21 +1,227 @@
-""""""
+"""
+Module for generating storage paths for the data lake.
+"""
 
-import datetime
+from pathlib import Path
 
-from .utilities import misc
+# Creating reference since it's used as a func below
+property_wrapper = property
 
 
-def create_oryx_key(dt: datetime.datetime | None = None, ext: str | None = None) -> str:
-    """Creates the key for the Oryx equipment losses on this date.
+class LakePath:
+    """A class for generating storage paths for the data lake.
 
-    Args:
-        dt (datetime.datetime, optional): The date the data was collected. 'latest' will be used if None. Defaults to None.
-        ext (str, optional): The file extension. Defaults to None.
+    Example:
+
+    ```python
+    from borderlands.paths import LakePath
+
+    LakePath().equipment_loss.date("2021-01-01").render()
+    # 'equipment-loss/date=2021-01-01'
+
+    LakePath().evidence.source("postimg").url_hash("1234567890").join(".csv).render()
+    # 'evidence/source=postimg/url-hash=1234567890.csv'
+    ```
+
+    """
+
+    def __init__(self, root: Path | str | None = None) -> None:
+        """Initialize the LakePath object.
+
+        Args:
+            root (Path | str | None, optional): The root path of the data lake. Defaults to None.
+
+        """
+        if isinstance(root, Path):
+            self.root = root
+        elif isinstance(root, str):
+            self.root = Path(root)
+        elif root is None:
+            self.root = Path("")
+        else:
+            raise TypeError(f"Invalid type for root: {type(root)}")
+
+    @property_wrapper
+    def images(self) -> "LakePath":
+        """Return the path to the images data."""
+        return LakePath(self.root / "images")
+
+    @property_wrapper
+    def pages(self) -> "LakePath":
+        """Return the path to the pages data."""
+        return LakePath(self.root / "pages")
+
+    @property_wrapper
+    def processed(self) -> "LakePath":
+        """Return the path to the processed data."""
+        return LakePath(self.root / "processed")
+
+    @property_wrapper
+    def equipment_loss(self) -> "LakePath":
+        """Return the path to the equipment loss data."""
+        return LakePath(self.root / "equipment-loss")
+
+    @property_wrapper
+    def evidence(self) -> "LakePath":
+        """Return the path to the evidence data."""
+        return LakePath(self.root / "evidence")
+
+    def page(self, page: str) -> "LakePath":
+        """Return the path to the data for a specific page."""
+        return LakePath(self.root / f"page={page}")
+
+    def date(self, date: str) -> "LakePath":
+        """Return the path to the data for a specific date."""
+        return LakePath(self.root / f"date={date}")
+
+    def source(self, source: str) -> "LakePath":
+        """Return the path to the data for a specific source."""
+        return LakePath(self.root / f"source={source}")
+
+    def url_hash(self, url_hash: str) -> "LakePath":
+        """Return the path to the data for a specific URL hash."""
+        return LakePath(self.root / f"url-hash={url_hash}")
+
+    def render(self) -> str:
+        """Render the path as a string."""
+        return self.root.as_posix()
+
+    def join(self, *args: str) -> "LakePath":
+        """Join the path with additional elements."""
+        return LakePath(self.root.joinpath(*args))
+
+
+class LakeNav:
+    """A collection of recipes for navigating the paths of the data lake.
+
+    # Equipment Loss Data
+
+    The equipment loss data is stored in the `equipment-loss` directory. This
+    data tends to be dumped and left alone in perpetuity. Most accesses
+    will be for testing and debugging purposes. Keeping the data for a run
+    on a specific date in a single directory makes it easy to find and
+    utilize related files. Rarely will a like file types be accessed or processed
+    together in bulk.
+
+    ```
+    equipment-loss/
+    ├── date=2021-01-01
+    │   ├── pages
+    │   │   ├── page=naval.html
+    │   │   └── page=aircraft.html
+    │   │   └── ...
+    │   └── processed
+    │       ├── oryx.csv
+    │       └── ...
+    └── ...
+    ```
+
+    # Evidence Data
+
+    The evidence data is stored in the `evidence` directory. Different sources
+    will have fundamentally different data. For example, the postimg source
+    has information in both images and the body text of the page. However,
+    X data may include text, images, and/or video. Each source's data is
+    stored in a subdirectory of the evidence directory, and those subdirectories
+    are uniquely organized by the needs of the source.
+
+    ```
+    evidence/
+    ├── source=postimg
+    │   ├── pages
+    │   │   ├── url-hash=1234567890.html
+    │   │   └── ...
+    │   └── images
+    │       ├── url-hash=1234567890.jpg
+    │       └── ...
+    └── ...
+    ```
 
     """
-    prefix: str = ""
-    if dt is None:
-        prefix = "latest"
-    else:
-        prefix = misc.build_datetime_key(dt, "month") + "/" + dt.strftime(r"%Y-%m-%d")
-    return prefix + (f".{ext.lstrip('.')}" if ext else "")
+
+    def __init__(self, root: Path | str | None = None) -> None:
+        """Initialize the Recipes object."""
+        self.lake_path = LakePath(root)
+
+    def equipment_page(self, date: str, page: str, ext: str = "html") -> str:
+        """Return the path to the equipment loss page for a specific date.
+
+        Args:
+            date (str): The date of the equipment loss page.
+            page (str): The page name.
+            ext (str): The file extension.
+
+        Example:
+
+        ```python
+        LakeNav().equipment_page("2021-01-01")
+        # 'equipment-loss/date=2021-01-01/pages/page=naval.html'
+        ```
+        """
+        ext = "." + ext.lstrip(".")
+        return self.lake_path.equipment_loss.date(date).pages.page(page + ext).render()
+
+    def equipment_data(self, date: str, ext: str = "csv") -> str:
+        """Return the path to the equipment loss data for a specific date.
+
+        Args:
+            date (str): The date of the equipment loss data.
+            ext (str): The file extension.
+
+        Example:
+
+        ```python
+        LakeNav().equipment_data("2021-01-01")
+        # 'equipment-loss/date=2021-01-01/processed/oryx.csv'
+        ```
+        """
+        ext = "." + ext.lstrip(".")
+        return (
+            self.lake_path.equipment_loss.date(date)
+            .processed.join("oryx" + ext)
+            .render()
+        )
+
+    def evidence_page(self, source: str, url_hash: str, ext: str = "html") -> str:
+        """Return the path to the evidence page for a specific source and URL hash.
+
+        Args:
+            source (str): The source of the evidence.
+            url_hash (str): The URL hash of the evidence.
+            ext (str): The file extension.
+
+        Example:
+
+        ```python
+        LakeNav().evidence_page("postimg", "1234567890")
+        # 'evidence/source=postimg/pages/url-hash=1234567890.html'
+        ```
+        """
+        ext = "." + ext.lstrip(".")
+        return (
+            self.lake_path.evidence.source(source)
+            .pages.url_hash(url_hash + ext)
+            .render()
+        )
+
+    def evidence_img(self, source: str, url_hash: str, ext: str = "jpg") -> str:
+        """Return the path to the evidence image for a specific source and URL hash.
+
+        Args:
+            source (str): The source of the evidence.
+            url_hash (str): The URL hash of the evidence.
+            ext (str): The file extension.
+
+        Example:
+
+        ```python
+        LakeNav().evidence_img("postimg", "1234567890")
+        # 'evidence/source=postimg/images/url-hash=1234567890.jpg'
+        ```
+        """
+        ext = "." + ext.lstrip(".")
+        return (
+            self.lake_path.evidence.source(source)
+            .images.url_hash(url_hash + ext)
+            .render()
+        )
diff --git a/src/borderlands/utilities/blocks.py b/src/borderlands/utilities/blocks.py
new file mode 100644
index 0000000..61d176e
--- /dev/null
+++ b/src/borderlands/utilities/blocks.py
@@ -0,0 +1,47 @@
+"""
+Custom blocks for the pipeline.
+"""
+
+from prefect_aws import AwsCredentials
+from prefect_sqlalchemy import DatabaseCredentials
+from pydantic import VERSION as PYDANTIC_VERSION
+
+if PYDANTIC_VERSION.startswith("2."):
+    from pydantic.v1 import Field, SecretStr
+else:
+    from pydantic import Field, SecretStr
+
+from sqlalchemy.engine import Connection
+from sqlalchemy.ext.asyncio import AsyncConnection
+
+
+class RdsCredentials(DatabaseCredentials):
+    """A Prefect Block for storing AWS RDS credentials and connecting via IAM."""
+
+    _block_type_name = "RDS Credentials"
+    _logo_url = "https://icon.icepanel.io/AWS/svg/Database/RDS.svg"
+
+    iam_credentials: AwsCredentials = Field(
+        title="IAM Credentials",
+        description="The AWS credentials to connect to the RDS instance with.",
+    )
+
+    def get_engine(self) -> Connection | AsyncConnection:
+        """Returns an authenticated engine that can be used to query the specified RDS database.
+
+        Returns:
+            The authenticated SQLAlchemy Connection / AsyncConnection.
+        """
+        client = self.iam_credentials.get_client("rds")
+        # https://boto3.amazonaws.com/v1/documentation/api/latest/reference/services/rds/client/generate_db_auth_token.html
+        self.password = SecretStr(
+            client.generate_db_auth_token(
+                DBHostname=self.host,
+                Port=self.port,
+                DBUsername=self.username,
+                Region=self.iam_credentials.region_name,
+            )
+        )
+        self.block_initialization()
+        engine = super().get_engine()
+        return engine
diff --git a/src/flows/oryx.py b/src/flows/oryx.py
index cbcacda..d85486b 100644
--- a/src/flows/oryx.py
+++ b/src/flows/oryx.py
@@ -3,60 +3,40 @@
 """
 
 import datetime
-import io
 
-import polars as pl
-from prefect import flow, task
+from prefect import flow
 from prefect.context import FlowRunContext, get_run_context
 
-from borderlands import assets, definitions
+from borderlands import assets
 from borderlands.blocks import blocks
 from borderlands.oryx import (
     alert_on_unmapped_country_flags,
     get_oryx_page,
+    load_oryx_equipment_loss_to_s3,
+    load_s3_equipment_loss_to_table,
     parse_oryx_web_page,
     pre_process_dataframe,
 )
-from borderlands.paths import create_oryx_key
+from borderlands.paths import LakeNav
 from borderlands.utilities import tasks
 
 
-@task
-def upload(df: pl.DataFrame, dt: datetime.datetime) -> str:
-    """Uploads the DataFrame to S3.
-
-    Args:
-        df (pl.DataFrame): The DataFrame to upload.
-        dt (datetime.datetime): The datetime to use for the key.
-
-    Returns:
-        str: The key the DataFrame was uploaded to.
-    """
-    key = create_oryx_key(dt, ext="parquet")
-    df = df.select(definitions.EquipmentLoss.columns())
-    df = df.sort(definitions.EquipmentLoss.columns(include=[definitions.Tag.dimension]))
-    with io.BytesIO() as buffer:
-        df.write_parquet(buffer, compression="zstd", compression_level=22)
-        buffer.seek(0)
-        blob = buffer.read()
-    return tasks.upload.fn(content=blob, key=key, bucket=blocks.oryx_bucket)
-
-
 @flow(
     name="Oryx Flow",
     description=(
         "Flow to extract the equipment loss data from the Russian"
         "and Ukrainian loss pages on https://www.oryxspioenkop.com/."
     ),
-    # No reason this should take more than 10 minutes. Most runs will be < 30
-    # seconds
-    timeout_seconds=600,
+    timeout_seconds=1800,
     log_prints=True,
 )
-def oryx_flow() -> str:
+def oryx_flow(prefix: str | None = None) -> str:
     """Flow to retrieve the web pages of Russian and Ukrainian equipment
     losses and parse them into processable JSON documents.
 
+    Args:
+        prefix (str, optional): The prefix to use for the S3 key. Defaults to None.
+
     Returns:
         str: The key the DataFrame was uploaded to.
     """
@@ -91,4 +71,8 @@ def oryx_flow() -> str:
     )
     df = pre_process_dataframe(df, mapper, category_corrections, dt)
     alert_on_unmapped_country_flags(df)
-    return upload(df, dt)
+
+    # Generate the key
+    key = LakeNav(prefix).equipment_data(dt.strftime("%Y-%m-%d"))
+    stage_key = load_oryx_equipment_loss_to_s3(df, key)
+    load_s3_equipment_loss_to_table(stage_key)
diff --git a/tests/conftest.py b/tests/conftest.py
index 83a6a37..bc0a378 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -2,13 +2,9 @@
 Pytest configuration.
 """
 
-import gzip
-import json
-import shutil
 from pathlib import Path
 from typing import TYPE_CHECKING
 
-import bs4
 import pytest
 from _pytest.monkeypatch import MonkeyPatch
 from prefect import task
@@ -19,14 +15,10 @@
 from prefecto.testing.s3 import mock_bucket
 
 if TYPE_CHECKING:
-    from borderlands.parser.article import ArticleParser
+    pass
 
 
 TESTS_PATH: Path = Path(__file__).parent
-EXPORT_PATH: Path = TESTS_PATH / "export"
-if EXPORT_PATH.is_dir():
-    shutil.rmtree(EXPORT_PATH)
-EXPORT_PATH.mkdir(exist_ok=True)
 
 
 @pytest.fixture
@@ -62,7 +54,7 @@ def slack_webhook() -> SlackWebhook:
     )
 
 
-@pytest.fixture(autouse=True, scope="session")
+@pytest.fixture(scope="session")
 def prefect_db(slack_webhook, credentials, core_bucket, persistence_bucket):
     """Sets the Prefect test harness for local pipeline testing."""
     with prefect_test_harness():
@@ -84,39 +76,6 @@ def mock_buckets(
             yield
 
 
-@pytest.fixture
-def oryx_descriptions(test_data_path: Path) -> list[str]:
-    """Descriptions of the Oryx articles."""
-    with open(test_data_path / "descriptions.txt", "r") as fo:
-        return [line.strip() for line in fo.readlines()]
-
-
-@pytest.fixture
-def oryx_evidence_urls(test_data_path: Path) -> list[str]:
-    """URLs of the Oryx evidence."""
-    with open(test_data_path / "evidence_urls.txt", "r") as fo:
-        return [line.strip() for line in fo.readlines()]
-
-
-@pytest.fixture
-def oryx_flag_urls(test_data_path: Path) -> list[str]:
-    """URLs of the Oryx flags."""
-    with open(test_data_path / "country_of_production_flag_urls.txt", "r") as fo:
-        return [line.strip() for line in fo.readlines()]
-
-
-@pytest.fixture
-def flag_url_mapper(test_data_path: Path) -> dict[str, str]:
-    """URLs of the Oryx flags."""
-    with open(
-        test_data_path
-        / "buckets/borderlands-core/assets/country_of_production_url_mapping.json",
-        "r",
-    ) as fo:
-        data = json.load(fo)
-        return {k: v["Alpha-3"] for k, v in data.items()}
-
-
 @pytest.fixture(autouse=False, scope="function")
 def mock_slack_webhook(monkeypatch: MonkeyPatch):
     """Mocks the Slack webhook."""
@@ -133,112 +92,3 @@ async def mock_send_incoming_webhook_message(*args, **kwds):
         mock_send_incoming_webhook_message,
     )
     yield
-
-
-@pytest.fixture(autouse=False, scope="function")
-def mock_oryx_page_request(test_data_path: Path, monkeypatch: MonkeyPatch):
-    """Mock the Cvent API to prevent API rate limit excession."""
-    import requests
-
-    def mock_request_page(url: str, *args, **kwds) -> requests.Response:
-        """Mocks the extract_pages function to use a file in the tests/data directory."""
-        filename: str | None = None
-        if "www.oryxspioenkop.com" in url:
-            folder = test_data_path / "pages"
-            if (
-                url
-                == "https://www.oryxspioenkop.com/2022/02/attack-on-europe-documenting-equipment.html"
-            ):
-                filename = "russia.html.gz"
-            elif (
-                url
-                == "https://www.oryxspioenkop.com/2022/02/attack-on-europe-documenting-ukrainian.html"
-            ):
-                filename = "ukraine.html.gz"
-            elif (
-                url
-                == "https://www.oryxspioenkop.com/2022/03/list-of-naval-losses-during-2022.html"
-            ):
-                filename = "naval.html.gz"
-            elif (
-                url
-                == "https://www.oryxspioenkop.com/2022/03/list-of-aircraft-losses-during-2022.html"
-            ):
-                filename = "aircraft.html.gz"
-            else:
-                raise ValueError(f"URL not mocked: {url}")
-
-            with gzip.open(folder / filename, "rb") as f:
-                response = requests.Response()
-                response.status_code = 200
-                response._content = f.read()
-                return response
-
-        elif "postimg.cc" in url:
-            # https://i.postimg.cc/vm6DrVLL/h79.jpg
-            # -> images/vm6DrVLL-h79.jpg
-            parts = url.split("/")
-            filename = f"{parts[-2]}-{parts[-1]}"
-            folder = test_data_path / "images"
-            # These are being streamed in chunks
-            response = requests.Response()
-            response.status_code = 200
-            response.raw = open(folder / filename, "rb")
-            return response
-        else:
-            raise ValueError(f"URL not mocked: {url}")
-
-    monkeypatch.setattr(requests, "get", mock_request_page)
-    yield
-
-
-@pytest.fixture
-def oryx_ukraine_webpage(test_data_path: Path) -> bs4.Tag:
-    """Path to the Oryx Ukraine webpage."""
-    with gzip.open(test_data_path / "pages" / "ukraine.html.gz", "r") as fo:
-        return bs4.BeautifulSoup(fo.read(), features="html.parser")
-
-
-@pytest.fixture
-def oryx_russia_webpage(test_data_path: Path) -> bs4.Tag:
-    """Path to the Oryx Ukraine webpage."""
-    with gzip.open(test_data_path / "pages" / "russia.html.gz", "r") as fo:
-        return bs4.BeautifulSoup(fo.read(), features="html.parser")
-
-
-@pytest.fixture
-def ukraine_article_parser(oryx_ukraine_webpage: bs4.Tag) -> "ArticleParser":
-    """An `ArticleParser` object."""
-    from borderlands.parser.article import ArticleParser
-
-    body = oryx_ukraine_webpage.find(
-        attrs={"class": "post-body entry-content", "itemprop": "articleBody"}
-    )
-    from borderlands.parser.article import UKRAINE_DATA_SECTION_INDEX
-
-    yield ArticleParser(body, UKRAINE_DATA_SECTION_INDEX)
-
-
-@pytest.fixture
-def russia_article_parser(oryx_russia_webpage: bs4.Tag) -> "ArticleParser":
-    """An `ArticleParser` object."""
-    from borderlands.parser.article import ArticleParser
-
-    body = oryx_russia_webpage.find(
-        attrs={"class": "post-body entry-content", "itemprop": "articleBody"}
-    )
-    from borderlands.parser.article import RUSSIA_DATA_SECTION_INDEX
-
-    yield ArticleParser(body, RUSSIA_DATA_SECTION_INDEX)
-
-
-@pytest.fixture
-def ukraine_page_parse_result(ukraine_article_parser: "ArticleParser") -> list:
-    """The result of parsing the Ukraine page."""
-    yield list(ukraine_article_parser.parse())
-
-
-@pytest.fixture
-def russia_page_parse_result(russia_article_parser: "ArticleParser") -> list:
-    """The result of parsing the Russia page."""
-    yield list(russia_article_parser.parse())
diff --git a/tests/test_blocks.py b/tests/test_blocks.py
new file mode 100644
index 0000000..cdd150e
--- /dev/null
+++ b/tests/test_blocks.py
@@ -0,0 +1,27 @@
+import pytest
+from prefect.blocks.system import String
+
+from borderlands.blocks import (
+    Blocks,
+    _return_or_await_and_return,
+)
+
+
+class TestBlocks:
+    def test_init_env(self, monkeypatch: pytest.MonkeyPatch):
+        monkeypatch.setenv("BLOCKS_CORE_BUCKET_NAME", "core-bucket")
+
+        blocks = Blocks()
+        assert blocks.core_bucket_name == "core-bucket"
+
+
+def test__return_or_await_and_return(prefect_db):
+    block: String = String(
+        _block_document_name="string-test",
+        value="test string",
+    )
+    block.save()
+
+    result = _return_or_await_and_return(String.load("string-test"))
+    assert isinstance(result, String)
+    assert result.value == "test string"
diff --git a/tests/test_flows.py b/tests/test_flows.py
index 1113b32..6a31d7f 100644
--- a/tests/test_flows.py
+++ b/tests/test_flows.py
@@ -2,11 +2,76 @@
 Tests for the Oryx flow.
 """
 
+import gzip
+from pathlib import Path
+
+import httpx
 import pytest
 
 
+@pytest.fixture
+def mock_httpx_func(test_data_path: Path):
+
+    def _mock_httpx_func(url: str, *args, **kwds) -> httpx.Response:
+
+        filename: str | None = None
+        if "www.oryxspioenkop.com" in url:
+            folder = test_data_path / "pages"
+            if (
+                url
+                == "https://www.oryxspioenkop.com/2022/02/attack-on-europe-documenting-equipment.html"
+            ):
+                filename = "russia.html.gz"
+            elif (
+                url
+                == "https://www.oryxspioenkop.com/2022/02/attack-on-europe-documenting-ukrainian.html"
+            ):
+                filename = "ukraine.html.gz"
+            elif (
+                url
+                == "https://www.oryxspioenkop.com/2022/03/list-of-naval-losses-during-2022.html"
+            ):
+                filename = "naval.html.gz"
+            elif (
+                url
+                == "https://www.oryxspioenkop.com/2022/03/list-of-aircraft-losses-during-2022.html"
+            ):
+                filename = "aircraft.html.gz"
+            else:
+                raise ValueError(f"URL not mocked: {url}")
+
+            with gzip.open(folder / filename, "rb") as f:
+                response = httpx.Response(
+                    status_code=200,
+                    content=f.read(),
+                    request=httpx.Request("GET", url),
+                )
+                return response
+
+        elif "postimg.cc" in url:
+            # https://i.postimg.cc/vm6DrVLL/h79.jpg
+            # -> images/vm6DrVLL-h79.jpg
+            parts = url.split("/")
+            filename = f"{parts[-2]}-{parts[-1]}"
+            folder = test_data_path / "images"
+
+            # These are being streamed in chunks
+            response = httpx.Response(
+                status_code=200,
+                content=open(folder / filename, "rb"),
+                request=httpx.Request("GET", url),
+            )
+            return response
+        else:
+            raise ValueError(f"URL not mocked: {url}")
+
+    yield _mock_httpx_func
+
+
 @pytest.mark.skip(reason="Causes crash in CI.")
-def test_oryx_flow(mock_buckets, mock_oryx_page_request, mock_slack_webhook):
+def test_oryx_flow(
+    prefect_db, mock_buckets, mock_oryx_page_request, mock_slack_webhook
+):
     """Test the Oryx equipment loss staging flow."""
     from flows.oryx import oryx_flow
 
@@ -21,6 +86,7 @@ def test_oryx_flow(mock_buckets, mock_oryx_page_request, mock_slack_webhook):
 
 @pytest.mark.skip(reason="Causes crash in CI.")
 def test_download_media(
+    prefect_db,
     mock_buckets,
     mock_oryx_page_request,
 ):
diff --git a/tests/test_oryx.py b/tests/test_oryx.py
new file mode 100644
index 0000000..b0b8587
--- /dev/null
+++ b/tests/test_oryx.py
@@ -0,0 +1,59 @@
+import logging
+
+import polars as pl
+import pytest
+
+from borderlands.oryx import assign_status
+
+
+@pytest.fixture(scope="module")
+def logger():
+    return logging.getLogger(__name__)
+
+
+def test_assign_status(logger):
+    df = pl.DataFrame(
+        [
+            ["was captured"],
+            ["was destroyed"],
+            ["was damaged"],
+            ["was damagd"],
+            ["was abandoned"],
+            ["was abanonded"],
+            ["was scuttled"],
+            ["was stripped"],
+            ["was sunk"],
+            ["was raised"],
+        ],
+        schema=dict(oryx_description=pl.Utf8),
+    )
+    result = assign_status(df.lazy(), logger=logger).collect()
+    EXPECTED_COLUMNS = [
+        "oryx_description",
+        "is_captured",
+        "is_destroyed",
+        "is_damaged",
+        "is_abandoned",
+        "is_scuttled",
+        "is_stripped",
+        "is_sunk",
+        "is_raised",
+    ]
+    assert result.columns == EXPECTED_COLUMNS
+    assert result.melt(
+        id_vars=["oryx_description"],
+        value_vars=EXPECTED_COLUMNS[1:],
+        variable_name="status",
+        value_name="is_status",
+    ).filter(pl.col("is_status"))["status"].to_list() == [
+        "is_captured",
+        "is_destroyed",
+        "is_damaged",
+        "is_damaged",
+        "is_abandoned",
+        "is_abandoned",
+        "is_scuttled",
+        "is_stripped",
+        "is_sunk",
+        "is_raised",
+    ]
diff --git a/tests/test_parser.py b/tests/test_parser.py
index 75f9fc7..b694094 100644
--- a/tests/test_parser.py
+++ b/tests/test_parser.py
@@ -2,12 +2,69 @@
 Tests for the article parser.
 """
 
+import gzip
+from pathlib import Path
 from typing import TYPE_CHECKING
 
+import bs4
+import pytest
+
 if TYPE_CHECKING:
     from borderlands.parser.article import ArticleParser
 
 
+@pytest.fixture
+def oryx_ukraine_webpage(test_data_path: Path) -> bs4.Tag:
+    """Path to the Oryx Ukraine webpage."""
+    with gzip.open(test_data_path / "pages" / "ukraine.html.gz", "r") as fo:
+        return bs4.BeautifulSoup(fo.read(), features="html.parser")
+
+
+@pytest.fixture
+def oryx_russia_webpage(test_data_path: Path) -> bs4.Tag:
+    """Path to the Oryx Ukraine webpage."""
+    with gzip.open(test_data_path / "pages" / "russia.html.gz", "r") as fo:
+        return bs4.BeautifulSoup(fo.read(), features="html.parser")
+
+
+@pytest.fixture
+def ukraine_article_parser(oryx_ukraine_webpage: bs4.Tag) -> "ArticleParser":
+    """An `ArticleParser` object."""
+    from borderlands.parser.article import ArticleParser
+
+    body = oryx_ukraine_webpage.find(
+        attrs={"class": "post-body entry-content", "itemprop": "articleBody"}
+    )
+    from borderlands.parser.article import UKRAINE_DATA_SECTION_INDEX
+
+    yield ArticleParser(body, UKRAINE_DATA_SECTION_INDEX)
+
+
+@pytest.fixture
+def russia_article_parser(oryx_russia_webpage: bs4.Tag) -> "ArticleParser":
+    """An `ArticleParser` object."""
+    from borderlands.parser.article import ArticleParser
+
+    body = oryx_russia_webpage.find(
+        attrs={"class": "post-body entry-content", "itemprop": "articleBody"}
+    )
+    from borderlands.parser.article import RUSSIA_DATA_SECTION_INDEX
+
+    yield ArticleParser(body, RUSSIA_DATA_SECTION_INDEX)
+
+
+@pytest.fixture
+def ukraine_page_parse_result(ukraine_article_parser: "ArticleParser") -> list:
+    """The result of parsing the Ukraine page."""
+    yield list(ukraine_article_parser.parse())
+
+
+@pytest.fixture
+def russia_page_parse_result(russia_article_parser: "ArticleParser") -> list:
+    """The result of parsing the Russia page."""
+    yield list(russia_article_parser.parse())
+
+
 def test_ukraine_page_parse(ukraine_article_parser: "ArticleParser"):
     """Tests parsing the Ukraine page."""
     assert ukraine_article_parser