diff --git a/.github/CODEOWNERS b/.github/CODEOWNERS
new file mode 100644
index 0000000..a7cbbcd
--- /dev/null
+++ b/.github/CODEOWNERS
@@ -0,0 +1,18 @@
+# CODEOWNERS file (from GitHub template at
+# https://docs.github.com/en/repositories/managing-your-repositorys-settings-and-features/customizing-your-repository/about-code-owners)
+# Each line is a file pattern followed by one or more owners.
+
+################################################################################
+# These owners will be the default owners for everything in the repo. This is commented
+# out in favor of using a team as the default (see below). It is left here as a comment
+# to indicate the primary expert for this code.
+# * @adamshire123
+
+# Teams can be specified as code owners as well. Teams should be identified in
+# the format @org/team-name. Teams must have explicit write access to the
+# repository.
+* @mitlibraries/dataeng
+
+# We set the senior engineer in the team as the owner of the CODEOWNERS file as
+# a layer of protection for unauthorized changes.
+/.github/CODEOWNERS @ghukill
\ No newline at end of file
diff --git a/.github/pull-request-template.md b/.github/pull-request-template.md
index df6cc2b..58490ba 100644
--- a/.github/pull-request-template.md
+++ b/.github/pull-request-template.md
@@ -15,15 +15,5 @@ YES | NO
 ### What are the relevant tickets?
 - Include links to Jira Software and/or Jira Service Management tickets here.
 
-### Developer
-- [ ] All new ENV is documented in README
-- [ ] All new ENV has been added to staging and production environments
-- [ ] All related Jira tickets are linked in commit message(s)
-- [ ] Stakeholder approval has been confirmed (or is not needed)
-
-### Code Reviewer(s)
-- [ ] The commit message is clear and follows our guidelines (not just this PR message)
-- [ ] There are appropriate tests covering any new functionality
-- [ ] The provided documentation is sufficient for understanding any new functionality introduced
-- [ ] Any manual tests have been performed **or** provided examples have been verified
-- [ ] New dependencies are appropriate or there were no changes
+### Code review
+* Code review best practices are documented [here](https://mitlibraries.github.io/guides/collaboration/code_review.html) and you are encouraged to have a constructive dialogue with your reviewers about their preferences and expectations.
\ No newline at end of file
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 30f72b2..dacf896 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -24,6 +24,6 @@ repos:
         types: ["python"]
       - id: pip-audit
         name: pip-audit
-        entry: pipenv run pip-audit --ignore-vuln GHSA-4xh5-x5gv-qwph
+        entry: pipenv run pip-audit
         language: system
         pass_filenames: false
\ No newline at end of file
diff --git a/Makefile b/Makefile
index 51299a3..c772025 100644
--- a/Makefile
+++ b/Makefile
@@ -1,4 +1,5 @@
 ### This is the Terraform-generated header for timdex-index-manager-dev ###
+.PHONY: test
 ECR_NAME_DEV:=timdex-index-manager-dev
 ECR_URL_DEV:=222053980223.dkr.ecr.us-east-1.amazonaws.com/timdex-index-manager-dev
 ### End of Terraform-generated header ###
@@ -28,7 +29,7 @@ update: install # Update Python dependencies
 ######################
 
 test: # Run tests and print a coverage report
-	pipenv run coverage run --source=tim -m pytest -vv
+	pipenv run coverage run --source=tim -m pytest -vv 
 	pipenv run coverage report -m
 
 coveralls: test # Write coverage data to an LCOV report
@@ -50,7 +51,7 @@ ruff: # Run 'ruff' linter and print a preview of errors
 	pipenv run ruff check .
 
 safety: # Check for security vulnerabilities and verify Pipfile.lock is up-to-date
-	pipenv run pip-audit --ignore-vuln GHSA-4xh5-x5gv-qwph
+	pipenv run pip-audit
 	pipenv verify
 
 lint-apply: black-apply ruff-apply # Apply changes with 'black' and resolve 'fixable errors' with 'ruff'
diff --git a/Pipfile.lock b/Pipfile.lock
index 4669c31..acf9db8 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -26,27 +26,28 @@
         },
         "boto3": {
             "hashes": [
-                "sha256:8985a840d57671aa3c6124b0c178e79be97e3447de4b5819156071793f82ee5c"
+                "sha256:c5cb2ada690c14e2dfa1e1c59ef7ef399c5e381f5514f1541d28310e35192300",
+                "sha256:eda49046c0f6a21ac159f9b2d609e5cc70d1dd019b7ac9618eec99285282b3db"
             ],
             "index": "pypi",
             "markers": "python_version >= '3.9'",
-            "version": "==1.40.56"
+            "version": "==1.42.7"
         },
         "botocore": {
             "hashes": [
-                "sha256:0962dfc9bfb0afa1855042a88a72cc722cc7f9c08f51d2c5c88181d525a59a27",
-                "sha256:b29df3418a299609632cab240ee79275463b176ebeb3adc841ba367a3fa0c4db"
+                "sha256:92128d56654342f026d5c20a92bf0e8b546be1eb38df2c0efc7433e8bbc39045",
+                "sha256:cc401b4836eae2a781efa1d1df88b2e92f9245885a6ae1bf9a6b26bc97b3efd2"
             ],
             "markers": "python_version >= '3.9'",
-            "version": "==1.40.56"
+            "version": "==1.42.7"
         },
         "certifi": {
             "hashes": [
-                "sha256:0f212c2744a9bb6de0c56639a6f68afe01ecd92d91f14ae897c4fe7bbeeef0de",
-                "sha256:47c09d31ccf2acf0be3f701ea53595ee7e0b8fa08801c6624be771df09ae7b43"
+                "sha256:97de8790030bbd5c2d96b7ec782fc2f7820ef8dba6db909ccf95449f2d062d4b",
+                "sha256:d8ab5478f2ecd78af242878415affce761ca6bc54a22a27e026d7c25357c3316"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==2025.10.5"
+            "version": "==2025.11.12"
         },
         "charset-normalizer": {
             "hashes": [
@@ -169,55 +170,59 @@
         },
         "click": {
             "hashes": [
-                "sha256:9b9f285302c6e3064f4330c05f05b81945b2a39544279343e6e7c5f27a9baddc",
-                "sha256:e7b8232224eba16f4ebe410c25ced9f7875cb5f3263ffc93cc3e8da705e229c4"
+                "sha256:12ff4785d337a1bb490bb7e9c2b1ee5da3112e94a8622f26a6c77f5d2fc6842a",
+                "sha256:981153a64e25f12d547d3426c367a4857371575ee7ad18df2a6183ab0545b2a6"
             ],
             "index": "pypi",
             "markers": "python_version >= '3.10'",
-            "version": "==8.3.0"
+            "version": "==8.3.1"
         },
         "duckdb": {
             "hashes": [
-                "sha256:055a31d715facbc8416ef01cbaad8e7c007a48f73733e1504593ece9870749e3",
-                "sha256:09f0c95022615bb6593240e9aded18c825b71a7708b4d5feac8010b6835a0218",
-                "sha256:0b5ed2dd2b5c7d8f8add6b90be1a75f782b2d947cad9b4ef180e93ba8fe2c712",
-                "sha256:0b900f801b05c42b7c0b38d0f8679c5a0cafdef9a4f5f5bd0c194a24fc94312f",
-                "sha256:2c2f363942232019fae10efd9b92c9dde590a955600898c6588a2abbbf322f5d",
-                "sha256:2e51c03335992d79190e9230a8bb69d5504e22a0705e6057bbc454cf4742db18",
-                "sha256:3141afe3e59a238bd79accb3b5b505ad6bde7e648a67ecb32a87d29baa1d507c",
-                "sha256:33bde9de3b5c1a70d6ba212821afaad5d49de2644c85ae021bac9c8d36d358c2",
-                "sha256:352afa65795588a540d414c1fd4f3aa125c320c524f26f6d9017788a7efd6245",
-                "sha256:359fd08fa84c7ad303334778b3d20c1ef391bf0a7523753f5b4fc582eb63e309",
-                "sha256:409a2dea728953a4d7500fcbe4f96d5e021cc996cb73c2aa45d788fbcfc2ecac",
-                "sha256:4457538386e403cb12efdfb1cd3a1cf4a47b3947e5b46dc6cd6e306af23f5ad4",
-                "sha256:451534c2a51f6d9ffb44937605b4db2226e39664520c548bd9ed090060d14c54",
-                "sha256:4b9036e19b51efca43b2cfc639810d4db7c4a75c42132c7c6fee946f1d0e194b",
-                "sha256:50458f77161f28928dc805578b13e874b883e1e67e686c7173ae629f01b951e9",
-                "sha256:569fe3ecb5ee537cafe3b5823a3798e39b9b7058a374231858beb85e8346c509",
-                "sha256:600f886e72d3efbce6629e696d95d9401d012664b547239d0957372d08b32309",
-                "sha256:69872aec744cde965cd1ec257cbc275867b40c26e154cef18916c2b219a351b6",
-                "sha256:6fe0089bb487a8b47c5b7a189cf83c186faf2da95848cc9d892a5e3384f6ff91",
-                "sha256:70bf6ad12dd103d0e2babacb8167af243b08987b5ef6806bf0f68fcd27493c03",
-                "sha256:727094fc2ee39ac2227d7cd16c6cf5eacd747c0303d9a4b8c9b8e8a7f31bcbfd",
-                "sha256:753dbc58f1be72fbd111882fcb40a3ca3a11183b1fae70ee3d9ee7314312448e",
-                "sha256:7947440cb61279b7f6acdc624f0c72d700b3591f178dd3c064d4fe40f257fc85",
-                "sha256:844ca95c1a9df1fab6b45a4be77e867f4b1663d74813ba2695a995dba59f4012",
-                "sha256:8f9685dc88a18d5a47157a4ea1e5bc3e069cde42356f959650897369db6eef15",
-                "sha256:934464e710ee057c9e43ed2eee60e8fad207be9fe387cf21dd42e05fde9c61f9",
-                "sha256:94b2c9c8d2e1b04452534f3e6988d6752b462c55ead10c3b2ecd746e9c9dc604",
-                "sha256:9e3190bb3e696d8380ccc68ef77ca982244f5debc2cad64aaceb83f14a57438e",
-                "sha256:d5b51c838a2a6d3eec537e3852d432d83d1c213fc14431760734c0b5a8c86d7b",
-                "sha256:da0857a3f1bb3c4e4f8ceee9028dff7b6738c60dca9256b43861b1ab17fbdaf7",
-                "sha256:dc06efeba54e0e8bc9af4ab0abbbb6037e0f96f49c98d1bb93a878df70ec0158",
-                "sha256:dfd79a499d2d7d6447c5d31db2781fbd11c80e3b1834232a84f3aa08cfb3f329",
-                "sha256:e03a3b89dcf69e9f41ce0f512a307bccb1818aa2e8ebd6e98f36cc1360c20a9f",
-                "sha256:e130343c5d7fc87dff9cd002f7ec7791e9e76020bd23a47d0ac2ba6775b9fb91",
-                "sha256:e1dbe3ed4e6a11bf93424f42d73f1428c12d9fdaf724996dfee8982299a5a9e4",
-                "sha256:f7b5c1a0809e0123f4b8cc18b749d573f6e96f33472f5486283df2afd802a3f1",
-                "sha256:f8ea19fbb6b5ee327c9485273989fbcdbd32f5fc3ce97058aeaf3cd020284ac3"
+                "sha256:006aca6a6d6736c441b02ff5c7600b099bb8b7f4de094b8b062137efddce42df",
+                "sha256:130c6760f6c573f9c9fe9aba56adba0fab48811a4871b7b8fd667318b4a3e8da",
+                "sha256:16952ac05bd7e7b39946695452bf450db1ebbe387e1e7178e10f593f2ea7b9a8",
+                "sha256:1b35491db98ccd11d151165497c084a9d29d3dc42fc80abea2715a6c861ca43d",
+                "sha256:1b9b445970fd18274d5ac07a0b24c032e228f967332fb5ebab3d7db27738c0e4",
+                "sha256:1bb8bd5a3dd205983726185b280a211eacc9f5bc0c4d4505bec8c87ac33a8ccb",
+                "sha256:1e5457dda91b67258aae30fb1a0df84183a9f6cd27abac1d5536c0d876c6dfa1",
+                "sha256:20c88effaa557a11267706b01419c542fe42f893dee66e5a6daa5974ea2d4a46",
+                "sha256:23a3a077821bed1768a84ac9cbf6b6487ead33e28e62cb118bda5fb8f9e53dea",
+                "sha256:23b12854032c1a58d0452e2b212afa908d4ce64171862f3792ba9a596ba7c765",
+                "sha256:274d4a31aba63115f23e7e7b401e3e3a937f3626dc9dea820a9c7d3073f450d2",
+                "sha256:2b195270ff1a661f22cbd547a215baff265b7d4469a76a215c8992b5994107c3",
+                "sha256:2b30245375ea94ab528c87c61fc3ab3e36331180b16af92ee3a37b810a745d24",
+                "sha256:316711a9e852bcfe1ed6241a5f654983f67e909e290495f3562cccdf43be8180",
+                "sha256:366bf607088053dce845c9d24c202c04d78022436cc5d8e4c9f0492de04afbe7",
+                "sha256:4f868a7e6d9b37274a1aa34849ea92aa964e9bd59a5237d6c17e8540533a1e4f",
+                "sha256:4fef6a053a1c485292000bf0c338bba60f89d334f6a06fc76ba4085a5a322b76",
+                "sha256:5634e40e1e2d972e4f75bced1fbdd9e9e90faa26445c1052b27de97ee546944a",
+                "sha256:6302452e57aef29aae3977063810ed7b2927967b97912947b9cca45c1c21955f",
+                "sha256:6db124f53a3edcb32b0a896ad3519e37477f7e67bf4811cb41ab60c1ef74e4c8",
+                "sha256:702dabbc22b27dc5b73e7599c60deef3d8c59968527c36b391773efddd8f4cf1",
+                "sha256:813f189039b46877b5517f1909c7b94a8fe01b4bde2640ab217537ea0fe9b59b",
+                "sha256:854b79375fa618f6ffa8d84fb45cbc9db887f6c4834076ea10d20bc106f1fd90",
+                "sha256:8afba22c370f06b7314aa46bfed052509269e482bcfb3f7b1ea0fa17ae49ce42",
+                "sha256:8d080e8d1bf2d226423ec781f539c8f6b6ef3fd42a9a58a7160de0a00877a21f",
+                "sha256:8d53b217698a76c4957e2c807dd9295d409146f9d3d7932f372883201ba9d25a",
+                "sha256:90f241f25cffe7241bf9f376754a5845c74775e00e1c5731119dc88cd71e0cb2",
+                "sha256:9dc049ba7e906cb49ca2b6d4fbf7b6615ec3883193e8abb93f0bef2652e42dda",
+                "sha256:9e625b2b4d52bafa1fd0ebdb0990c3961dac8bb00e30d327185de95b68202131",
+                "sha256:a2813f4635f4d6681cc3304020374c46aca82758c6740d7edbc237fe3aae2744",
+                "sha256:a7c864df027da1ee95f0c32def67e15d02cd4a906c9c1cbae82c09c5112f526b",
+                "sha256:a8b0a8764e1b5dd043d168c8f749314f7a1252b5a260fa415adaa26fa3b958fd",
+                "sha256:aa26a7406205bc1426cee28bdfdf084f669a5686977dafa4c3ec65873989593c",
+                "sha256:caa2164c91f7e91befb1ffb081b3cd97a137117533aef7abe1538b03ad72e3a9",
+                "sha256:d0ff08388ef8b1d1a4c95c321d6c5fa11201b241036b1ee740f9d841df3d6ba2",
+                "sha256:de984cd24a6cbefdd6d4a349f7b9a46e583ca3e58ce10d8def0b20a6e5fcbe78",
+                "sha256:deab351ac43b6282a3270e3d40e3d57b3b50f472d9fd8c30975d88a31be41231",
+                "sha256:ef7ef15347ce97201b1b5182a5697682679b04c3374d5a01ac10ba31cf791b95",
+                "sha256:efa7f1191c59e34b688fcd4e588c1b903a4e4e1f4804945902cf0b20e08a9001",
+                "sha256:fbc63ffdd03835f660155b37a1b6db2005bcd46e5ad398b8cac141eb305d2a3d",
+                "sha256:fea43e03604c713e25a25211ada87d30cd2a044d8f27afab5deba26ac49e5268"
             ],
             "markers": "python_full_version >= '3.9.0'",
-            "version": "==1.4.2.dev27"
+            "version": "==1.4.3"
         },
         "duckdb-engine": {
             "hashes": [
@@ -369,83 +374,83 @@
         },
         "numpy": {
             "hashes": [
-                "sha256:035796aaaddfe2f9664b9a9372f089cfc88bd795a67bd1bfe15e6e770934cf64",
-                "sha256:043885b4f7e6e232d7df4f51ffdef8c36320ee9d5f227b380ea636722c7ed12e",
-                "sha256:04a69abe45b49c5955923cf2c407843d1c85013b424ae8a560bba16c92fe44a0",
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-                "sha256:13b9062e4f5c7ee5c7e5be96f29ba71bc5a37fed3d1d77c37390ae00724d296d",
-                "sha256:15eea9f306b98e0be91eb344a94c0e630689ef302e10c2ce5f7e11905c704f9c",
-                "sha256:15fb27364ed84114438fff8aaf998c9e19adbeba08c0b75409f8c452a8692c52",
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-                "sha256:4ee6a571d1e4f0ea6d5f22d6e5fbd6ed1dc2b18542848e1e7301bd190500c9d7",
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-                "sha256:838f045478638b26c375ee96ea89464d38428c69170360b23a1a50fa4baa3562",
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-                "sha256:85597b2d25ddf655495e2363fe044b0ae999b75bc4d630dc0d886484b03a5eb0",
-                "sha256:85d9fb2d8cd998c84d13a79a09cc0c1091648e848e4e6249b0ccd7f6b487fa26",
-                "sha256:85e071da78d92a214212cacea81c6da557cab307f2c34b5f85b628e94803f9c0",
-                "sha256:863e3b5f4d9915aaf1b8ec79ae560ad21f0b8d5e3adc31e73126491bb86dee1d",
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         "opensearch-py": {
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@@ -527,52 +532,59 @@
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@@ -615,29 +627,29 @@
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@@ -652,11 +664,11 @@
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@@ -1887,12 +1706,12 @@
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@@ -1904,11 +1723,11 @@
         },
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@@ -2007,29 +1826,29 @@
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@@ -2053,13 +1872,61 @@
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@@ -2071,19 +1938,19 @@
         },
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@@ -2095,28 +1962,28 @@
         },
         "urllib3": {
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@@ -2128,252 +1995,116 @@
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-                "sha256:ebd4549b108d732dba1d4ace67614b9545b21ece30937a63a65dd34efa19732d",
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-                "sha256:f0d97c18dfd9a9af4490631905a3f131a8e4c9e80a39353919e2cfed8f00aedc",
-                "sha256:f1e09112a2c31ffe8d80be1b0988fa6a18c5d5cad92a9ffbb1c04c91bfe52ad2",
-                "sha256:f3d7a87a78d46a2e3d5b72587ac14b4c16952dd0887dbb051451eceac774411e",
-                "sha256:f4afb5c34f2c6fecdcc182dfcfc6af6cccf1aa923eed4d6a12e9d96904e1a0d8",
-                "sha256:f6d2cb59377d99718913ad9a151030d6f83ef420a2b8f521d94609ecc106ee82",
-                "sha256:f87ac53513d22240c7d59203f25cc3beac1e574c6cd681bbfd321987b69f95fd",
-                "sha256:ff86011bd159a9d2dfc89c34cfd8aff12875980e3bd6a39ff097887520e60249"
-            ],
-            "markers": "python_version >= '3.9'",
-            "version": "==1.22.0"
+            "version": "==2.0.1"
         }
     }
 }
diff --git a/config/opensearch_mappings.json b/config/opensearch_mappings.json
index 4bb0cfc..0526581 100644
--- a/config/opensearch_mappings.json
+++ b/config/opensearch_mappings.json
@@ -132,6 +132,9 @@
       "edition": {
         "type": "text"
       },
+      "embedding_full_record": {
+        "type": "rank_features"
+      },
       "file_formats": {
         "type": "keyword",
         "normalizer": "lowercase"
diff --git a/tests/fixtures/cassettes/bulk_update_embeddings_success.yaml b/tests/fixtures/cassettes/bulk_update_embeddings_success.yaml
new file mode 100644
index 0000000..bcbf015
--- /dev/null
+++ b/tests/fixtures/cassettes/bulk_update_embeddings_success.yaml
@@ -0,0 +1,22 @@
+interactions:
+- request:
+    body: null
+    headers:
+      content-type:
+      - application/json
+      user-agent:
+      - opensearch-py/2.8.0 (Python 3.12.11)
+    method: GET
+    uri: http://localhost:9200/_cat/aliases?format=json
+  response:
+    body:
+      string: '[{"alias":"all-current","index":"libguides-2025-12-11t16-36-09","filter":"-","routing.index":"-","routing.search":"-","is_write_index":"-"},{"alias":"libguides","index":"libguides-2025-12-11t16-36-09","filter":"-","routing.index":"-","routing.search":"-","is_write_index":"-"},{"alias":"all-current","index":"test-index-2025-12-11t16-58-08","filter":"-","routing.index":"-","routing.search":"-","is_write_index":"-"},{"alias":"test-index","index":"test-index-2025-12-11t16-58-08","filter":"-","routing.index":"-","routing.search":"-","is_write_index":"-"},{"alias":".kibana","index":".kibana_1","filter":"-","routing.index":"-","routing.search":"-","is_write_index":"-"}]'
+    headers:
+      content-length:
+      - '671'
+      content-type:
+      - application/json; charset=UTF-8
+    status:
+      code: 200
+      message: OK
+version: 1
diff --git a/tests/fixtures/cassettes/opensearch/bulk_update_raises_bulk_operation_error_if_record_not_found.yaml b/tests/fixtures/cassettes/opensearch/bulk_update_raises_bulk_operation_error_if_record_not_found.yaml
new file mode 100644
index 0000000..c7a3db5
--- /dev/null
+++ b/tests/fixtures/cassettes/opensearch/bulk_update_raises_bulk_operation_error_if_record_not_found.yaml
@@ -0,0 +1,30 @@
+interactions:
+- request:
+    body: '{"update":{"_id":"i-am-not-found","_index":"test-index"}}
+
+      {"doc":{"timdex_record_id":"i-am-not-found","title":"Materials Science & Engineering
+      (UPDATED)"}}
+
+      '
+    headers:
+      Content-Length:
+      - '156'
+      content-type:
+      - application/json
+      user-agent:
+      - opensearch-py/2.8.0 (Python 3.12.11)
+    method: POST
+    uri: http://localhost:9200/_bulk
+  response:
+    body:
+      string: '{"took":9,"errors":true,"items":[{"update":{"_index":"test-index-2025-12-11t16-58-08","_id":"i-am-not-found","status":404,"error":{"type":"document_missing_exception","reason":"[i-am-not-found]:
+        document missing","index":"test-index-2025-12-11t16-58-08","shard":"0","index_uuid":"in04_JvQS5qqCvUXeZta_g"}}}]}'
+    headers:
+      content-length:
+      - '308'
+      content-type:
+      - application/json; charset=UTF-8
+    status:
+      code: 200
+      message: OK
+version: 1
diff --git a/tests/fixtures/cassettes/opensearch/bulk_update_updates_records.yaml b/tests/fixtures/cassettes/opensearch/bulk_update_updates_records.yaml
new file mode 100644
index 0000000..a83edca
--- /dev/null
+++ b/tests/fixtures/cassettes/opensearch/bulk_update_updates_records.yaml
@@ -0,0 +1,51 @@
+interactions:
+- request:
+    body: '{"update":{"_id":"libguides:guides-175846","_index":"test-index"}}
+
+      {"doc":{"timdex_record_id":"libguides:guides-175846","title":"Materials Science
+      & Engineering (UPDATED)"}}
+
+      '
+    headers:
+      Content-Length:
+      - '174'
+      content-type:
+      - application/json
+      user-agent:
+      - opensearch-py/2.8.0 (Python 3.12.11)
+    method: POST
+    uri: http://localhost:9200/_bulk
+  response:
+    body:
+      string: '{"took":7,"errors":false,"items":[{"update":{"_index":"test-index-2025-12-11t16-58-08","_id":"libguides:guides-175846","_version":4,"result":"updated","_shards":{"total":2,"successful":1,"failed":0},"_seq_no":7,"_primary_term":1,"status":200}}]}'
+    headers:
+      content-length:
+      - '245'
+      content-type:
+      - application/json; charset=UTF-8
+    status:
+      code: 200
+      message: OK
+- request:
+    body: null
+    headers:
+      Content-Length:
+      - '0'
+      content-type:
+      - application/json
+      user-agent:
+      - opensearch-py/2.8.0 (Python 3.12.2)
+    method: POST
+    uri: http://localhost:9200/test-index/_refresh
+  response:
+    body:
+      string: '{"_shards":{"total":2,"successful":1,"failed":0}}'
+    headers:
+      content-length:
+      - '49'
+      content-type:
+      - application/json; charset=UTF-8
+    status:
+      code: 200
+      message: OK
+version: 1
diff --git a/tests/fixtures/dataset/data/embeddings/year=2025/month=12/day=10/629d15f4-84e4-4b32-92c1-1b1debd377fb-0.parquet b/tests/fixtures/dataset/data/embeddings/year=2025/month=12/day=10/629d15f4-84e4-4b32-92c1-1b1debd377fb-0.parquet
new file mode 100644
index 0000000..90b2f2a
Binary files /dev/null and b/tests/fixtures/dataset/data/embeddings/year=2025/month=12/day=10/629d15f4-84e4-4b32-92c1-1b1debd377fb-0.parquet differ
diff --git a/tests/test_cli.py b/tests/test_cli.py
index 794fb15..61dbc4f 100644
--- a/tests/test_cli.py
+++ b/tests/test_cli.py
@@ -2,10 +2,11 @@
 import re
 from unittest.mock import patch
 
+import pytest
 from freezegun import freeze_time
 
 from tim.cli import main
-from tim.errors import BulkIndexingError
+from tim.errors import BulkIndexingError, BulkOperationError
 
 from .conftest import EXIT_CODES, my_vcr
 
@@ -274,6 +275,72 @@ def test_bulk_update_with_source_raise_bulk_indexing_error(
     )
 
 
+@pytest.mark.parametrize(
+    "bulk_update_return",
+    [
+        {"updated": 1, "errors": 0, "total": 1},
+        {"updated": 0, "errors": 1, "total": 1},
+    ],
+)
+@patch("tim.helpers.validate_bulk_cli_options")
+@patch("tim.opensearch.bulk_update")
+def test_bulk_update_embeddings_logs_complete(
+    mock_bulk_update,
+    mock_validate_bulk_cli_options,
+    bulk_update_return,
+    caplog,
+    monkeypatch,
+    runner,
+):
+    monkeypatch.delenv("TIMDEX_OPENSEARCH_ENDPOINT", raising=False)
+    mock_bulk_update.return_value = bulk_update_return
+    mock_validate_bulk_cli_options.return_value = "libguides"
+
+    result = runner.invoke(
+        main,
+        [
+            "bulk-update-embeddings",
+            "--source",
+            "libguides",
+            "--run-id",
+            "85cfe316-089c-4639-a5af-c861a7321493",
+            "tests/fixtures/dataset",
+        ],
+    )
+
+    assert result.exit_code == EXIT_CODES["success"]
+    assert (
+        f"Bulk update with embeddings complete: {json.dumps(mock_bulk_update())}"
+        in caplog.text
+    )
+
+
+@patch("tim.helpers.validate_bulk_cli_options")
+@patch("tim.opensearch.bulk_update")
+def test_bulk_update_embeddings_exit_bulk_operation_error(
+    mock_bulk_update, mock_validate_bulk_cli_options, caplog, monkeypatch, runner
+):
+    monkeypatch.delenv("TIMDEX_OPENSEARCH_ENDPOINT", raising=False)
+    mock_bulk_update.side_effect = BulkOperationError(
+        action="update", record="alma:0", index="index", error="exception"
+    )
+    mock_validate_bulk_cli_options.return_value = "libguides"
+
+    result = runner.invoke(
+        main,
+        [
+            "bulk-update-embeddings",
+            "--source",
+            "libguides",
+            "--run-id",
+            "85cfe316-089c-4639-a5af-c861a7321493",
+            "tests/fixtures/dataset",
+        ],
+    )
+    assert result.exit_code == EXIT_CODES["error"]
+    assert "Bulk update with embeddings failed" in caplog.text
+
+
 @patch("tim.opensearch.create_index")
 @patch("tim.opensearch.promote_index")
 @patch("tim.opensearch.get_index_aliases")
diff --git a/tests/test_helpers.py b/tests/test_helpers.py
index 7e63972..fdbbb72 100644
--- a/tests/test_helpers.py
+++ b/tests/test_helpers.py
@@ -51,6 +51,17 @@ def test_generate_bulk_actions_delete():
     }
 
 
+def test_generate_bulk_actions_update():
+    records = [{"timdex_record_id": "12345"}]
+    actions = helpers.generate_bulk_actions("test-index", records, "update")
+    assert next(actions) == {
+        "_op_type": "update",
+        "_index": "test-index",
+        "_id": "12345",
+        "doc": {"timdex_record_id": "12345"},
+    }
+
+
 def test_generate_bulk_actions_invalid_action_raises_error():
     records = [{"timdex_record_id": "12345", "other_fields": "some_data"}]
     actions = helpers.generate_bulk_actions("test-index", records, "wrong")
diff --git a/tests/test_opensearch.py b/tests/test_opensearch.py
index 44ea847..e214dd4 100644
--- a/tests/test_opensearch.py
+++ b/tests/test_opensearch.py
@@ -9,6 +9,7 @@
 from tim.config import PRIMARY_ALIAS
 from tim.errors import (
     AliasNotFoundError,
+    BulkOperationError,
     IndexExistsError,
     IndexNotFoundError,
 )
@@ -532,3 +533,34 @@ def test_bulk_delete_logs_error_if_record_not_found(
         "Record to delete 'i-am-not-found' was not found in index 'test-index'."
         in caplog.text
     )
+
+
+@my_vcr.use_cassette("opensearch/bulk_update_updates_records.yaml")
+def test_bulk_update_updates_records(test_opensearch_client):
+    updates = [
+        {
+            "timdex_record_id": "libguides:guides-175846",
+            "title": "Materials Science & Engineering (UPDATED)",
+        }
+    ]
+    assert tim_os.bulk_update(test_opensearch_client, "test-index", iter(updates)) == {
+        "updated": 1,
+        "errors": 0,
+        "total": 1,
+    }
+
+
+@my_vcr.use_cassette(
+    "opensearch/bulk_update_raises_bulk_operation_error_if_record_not_found.yaml"
+)
+def test_bulk_update_raises_bulk_operation_error_if_record_not_found(
+    test_opensearch_client,
+):
+    updates = [
+        {
+            "timdex_record_id": "i-am-not-found",
+            "title": "Materials Science & Engineering (UPDATED)",
+        }
+    ]
+    with pytest.raises(BulkOperationError):
+        tim_os.bulk_update(test_opensearch_client, "test-index", iter(updates))
diff --git a/tim/cli.py b/tim/cli.py
index 379add5..a97f4c6 100644
--- a/tim/cli.py
+++ b/tim/cli.py
@@ -10,7 +10,7 @@
 from tim import errors, helpers
 from tim import opensearch as tim_os
 from tim.config import PRIMARY_ALIAS, VALID_SOURCES, configure_logger, configure_sentry
-from tim.errors import BulkIndexingError
+from tim.errors import BulkIndexingError, BulkOperationError
 
 logger = logging.getLogger(__name__)
 
@@ -310,7 +310,7 @@ def bulk_update(
     try:
         index_results.update(tim_os.bulk_index(client, index, records_to_index))
     except BulkIndexingError as exception:
-        logger.info(f"Bulk indexing failed: {exception}")
+        logger.error(f"Bulk indexing failed: {exception}")  # noqa: TRY400
 
     # bulk delete records
     records_to_delete = td.read_dicts_iter(
@@ -343,15 +343,13 @@ def bulk_update(
         "records with embeddings."
     ),
 )
-@click.option("-d", "--run-date", help="Run date, formatted as YYYY-MM-DD.")
-@click.option("-rid", "--run-id", help="Run ID.")
+@click.option("-rid", "--run-id", required=True, help="Run ID.")
 @click.argument("dataset_path", type=click.Path())
 @click.pass_context
 def bulk_update_embeddings(
     ctx: click.Context,
     index: str,
     source: str,
-    run_date: str,
     run_id: str,
     dataset_path: str,
 ) -> None:
@@ -378,44 +376,23 @@ def bulk_update_embeddings(
 
     td = TIMDEXDataset(location=dataset_path)
 
-    # TODO @ghukill: https://mitlibraries.atlassian.net/browse/USE-143 # noqa: FIX002
-    # Remove temporary code and replace with TDA
-    # method to read embeddings
-    # ==== START TEMPORARY CODE ====
-    # The code below reads transformed records from
-    # the TIMDEX dataset. To simulate embeddings,
-    # which are added to the record post-creation, a list
-    # of dicts containing only the 'timdex_record_id' and
-    # the new field (i.e., what would be the embedding fields)
-    # is created. For simulation purposes, the 'alternate_titles'
-    # field represents the new field as it is already added
-    # to the OpenSearch mapping in config/opensearch_mappings.json.
-    # When testing, the user is expected to pass in a source that
-    # does not set this field (e.g., libguides).
-    # Once TDA has been updated to read/write embeddings
-    # from/to the TIMDEX dataset, this code should be replaced
-    # with a simple call to read vector embeddings, which should
-    # return an iter of dicts representing the embeddings.
-    transformed_records = td.read_transformed_records_iter(
-        run_date=run_date,
+    # bulk index embeddings
+    embeddings = td.embeddings.read_dicts_iter(
+        table="current_run_embeddings",
+        columns=[
+            "timdex_record_id",
+            "embedding_strategy",
+            "embedding_object",
+        ],
         run_id=run_id,
-        action="index",
     )
+    embeddings_to_index = helpers.format_embeddings(embeddings)
 
-    records_to_update = iter(
-        [
-            {
-                "timdex_record_id": record["timdex_record_id"],
-                "alternate_titles": [{"kind": "Test", "value": "Test Alternate Title"}],
-            }
-            for record in transformed_records
-        ]
-    )
-    # ==== END TEMPORARY CODE ====
     try:
-        update_results.update(tim_os.bulk_update(client, index, records_to_update))
-    except BulkIndexingError as exception:
-        logger.info(f"Bulk update with embeddings failed: {exception}")
+        update_results.update(tim_os.bulk_update(client, index, embeddings_to_index))
+    except BulkOperationError as exception:
+        logger.error(f"Bulk update with embeddings failed: {exception}")  # noqa: TRY400
+        ctx.exit(1)
 
     logger.info(f"Bulk update with embeddings complete: {json.dumps(update_results)}")
 
@@ -495,7 +472,3 @@ def reindex_source(
 
     summary_results = {"index": index_results}
     logger.info(f"Reindex source complete: {json.dumps(summary_results)}")
-
-
-if __name__ == "__main__":
-    main()
diff --git a/tim/helpers.py b/tim/helpers.py
index f3d1cc4..79e7468 100644
--- a/tim/helpers.py
+++ b/tim/helpers.py
@@ -1,3 +1,4 @@
+import json
 from collections.abc import Generator, Iterator
 from datetime import UTC, datetime
 
@@ -18,6 +19,22 @@ def confirm_action(input_prompt: str) -> bool:
     return confirm_action(input_prompt)
 
 
+def format_embeddings(embeddings: Iterator[dict]) -> Iterator[dict]:
+    """Format embeddings for bulk update command.
+
+    This method yields a dict that maps the embedding to the
+    corresponding field in OpenSearch, using the 'embedding_strategy'
+    to form the field name and assigning 'embedding_object' as the value.
+    """
+    for embedding in embeddings:
+        yield {
+            "timdex_record_id": embedding["timdex_record_id"],
+            f"embedding_{embedding["embedding_strategy"]}": json.loads(
+                embedding["embedding_object"]
+            ),
+        }
+
+
 def generate_index_name(source: str) -> str:
     """Generate a new index name from a source short name.
 
diff --git a/tim/opensearch.py b/tim/opensearch.py
index 2bf4d0e..76cc631 100644
--- a/tim/opensearch.py
+++ b/tim/opensearch.py
@@ -352,7 +352,7 @@ def bulk_delete(
         result["total"] += 1
         if result["total"] % int(os.getenv("STATUS_UPDATE_INTERVAL", "1000")) == 0:
             logger.info("Status update: %s records deleted so far!", result["total"])
-    logger.info("All records deleted, refreshing index.")
+    logger.info("Refreshing index.")
     response = client.indices.refresh(
         index=index,
     )
@@ -412,7 +412,7 @@ def bulk_index(client: OpenSearch, index: str, records: Iterator[dict]) -> dict[
         result["total"] += 1
         if result["total"] % int(os.getenv("STATUS_UPDATE_INTERVAL", "1000")) == 0:
             logger.info("Status update: %s records indexed so far!", result["total"])
-    logger.info("All records ingested, refreshing index.")
+    logger.info("Refreshing index.")
     response = client.indices.refresh(
         index=index,
     )
@@ -467,5 +467,9 @@ def bulk_update(
         result["total"] += 1
         if result["total"] % int(os.getenv("STATUS_UPDATE_INTERVAL", "1000")) == 0:
             logger.info("Status update: %s records updated so far!", result["total"])
+    logger.info("Refreshing index.")
+    response = client.indices.refresh(
+        index=index,
+    )
     logger.debug(response)
     return result