diff --git a/.github/workflows/tests.yaml b/.github/workflows/tests.yaml
index 3106b9c..be3adde 100644
--- a/.github/workflows/tests.yaml
+++ b/.github/workflows/tests.yaml
@@ -25,8 +25,5 @@ jobs:
       - name: 🔨 Install dependencies
         run: uv sync --no-default-groups
 
-      - name: 🤡 Create mock database
-        run: uv run python -m testing.setup
-
       - name: ✅ Run unit tests
         run: uv run sqlmesh -p billiam_database test
diff --git a/.gitignore b/.gitignore
index a471e12..de39f4b 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,9 +1,8 @@
 ###  SQLMesh artifacts
 logs/
 
-### Raw data and sensitive seeds
+### Raw data
 billiam_database/models/raw/data/
-billiam_database/models/seeds/data/counterparty_exclusions.csv
 
 ###  Data objects
 *.db
@@ -143,6 +142,7 @@ celerybeat.pid
 
 ###  Environments
 .env
+.envrc
 .venv
 env/
 venv/
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 85ee231..d1b1aff 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -2,7 +2,8 @@
 ---
 ci:
   autoupdate_schedule: quarterly
-  skip: ["identity", "uv-lock", "sqlmesh-test"]
+  skip: ["identity", "uv-lock"]
+#  skip: ["identity", "uv-lock", "sqlmesh-test"]
 
 default_install_hook_types: ["pre-commit", "pre-push"]
 default_stages: ["pre-commit"]
@@ -55,12 +56,13 @@ repos:
       - id: tidy-gitkeep
         name: Remove redundant .gitkeep files
 
-  - repo: local
-    hooks:
-      - id: sqlmesh-test
-        name: Run unit tests
-        entry: sqlmesh -p billiam_database test
-        stages: ["pre-push"]
-        language: system
-        pass_filenames: false
-        always_run: true
+  # This is trying to talk with MotherDuck and is generating a browser popup
+#  - repo: local
+#    hooks:
+#      - id: sqlmesh-test
+#        name: Run unit tests
+#        entry: sqlmesh -p billiam_database test
+#        stages: ["pre-push"]
+#        language: system
+#        pass_filenames: false
+#        always_run: true
diff --git a/README.md b/README.md
index 86de72a..4bac7b0 100644
--- a/README.md
+++ b/README.md
@@ -1,4 +1,4 @@
-<div align="center">
+<span align="center">
 
 [![uv](https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/uv/main/assets/badge/v0.json)](https://github.com/astral-sh/uv)
 [![Docker](https://img.shields.io/badge/Docker-28.4-blue.svg)](https://www.docker.com/)
@@ -7,10 +7,10 @@
 [![GitHub last commit](https://img.shields.io/github/last-commit/billwallis/billiam-database)](https://shields.io/badges/git-hub-last-commit)
 
 [![pre-commit.ci status](https://results.pre-commit.ci/badge/github/billwallis/billiam-database/main.svg)](https://results.pre-commit.ci/latest/github/billwallis/billiam-database/main)
-[![DuckDB](https://img.shields.io/badge/DuckDB-1.4-teal.svg)](https://duckdb.org/)
+[![DuckDB](https://img.shields.io/badge/DuckDB-1.3-teal.svg)](https://duckdb.org/)
 [![Metabase](https://img.shields.io/badge/Metabase-0.47-teal.svg)](https://www.metabase.com/)
 
-</div>
+</span>
 
 ---
 
diff --git a/billiam_database/config.yaml b/billiam_database/config.yaml
index 596bd0e..455264b 100644
--- a/billiam_database/config.yaml
+++ b/billiam_database/config.yaml
@@ -1,24 +1,29 @@
 ---
 project: billiam_database
 
-default_gateway: local
-gateways:
-  local:
-    connection:
-      type: duckdb
-      database: billiam_database/billiam.duckdb
-      # catalogs:
-      # dev: billiam_database/billiam-dev.duckdb
-      # prod: billiam_database/billiam.duckdb
-
+ignore_patterns: ["__*.sql"]
+default_target_environment: dev
 model_defaults:
   dialect: duckdb
   start: 2018-01-01
 
-ignore_patterns: ["__*.sql"]
-
 plan:
   enable_preview: true
-#environment_catalog_mapping:
-#  '^prod$': prod
-#  '^dev$': dev
+
+default_gateway: local
+gateways:
+  local:
+    connection:
+      type: duckdb
+      catalogs:
+        billiam: "billiam_database/billiam.duckdb"
+        ods:
+          type: motherduck
+          path: "md:ods?motherduck_token={{ env_var('MOTHERDUCK_TOKEN') }}"
+  motherduck:
+    connection:
+      type: motherduck
+      token: "{{ env_var('MOTHERDUCK_TOKEN') }}"
+      catalogs:
+        warehouse: warehouse
+        ods: ods
diff --git a/billiam_database/models/domain/career/working_hours.sql b/billiam_database/models/domain/career/working_hours.sql
index 3d41838..c014ba4 100644
--- a/billiam_database/models/domain/career/working_hours.sql
+++ b/billiam_database/models/domain/career/working_hours.sql
@@ -23,7 +23,7 @@ model (
 with recursive
 
 weeks(week_starting) as (
-        select date_trunc('week', (select min(from_date) from seeds.work_hours))
+        select date_trunc('week', (select min(from_date) from raw.work_hours))
     union all
         select week_starting + interval '1 week'
         from weeks
@@ -43,14 +43,14 @@ weekly_quota as (
             + friday
             + saturday
         ) as weekly_quota
-    from seeds.work_hours
+    from raw.work_hours
 ),
 
 absence_hours as (
     select
         date_trunc('week', absence_date) as week_starting,
         sum(hours) as absence_hours
-    from seeds.work_absences
+    from raw.work_absences
     group by all
 ),
 
diff --git a/billiam_database/models/raw/counterparty_exclusions.sql b/billiam_database/models/raw/counterparty_exclusions.sql
new file mode 100644
index 0000000..0a0f2d4
--- /dev/null
+++ b/billiam_database/models/raw/counterparty_exclusions.sql
@@ -0,0 +1,13 @@
+model (
+    name raw.counterparty_exclusions,
+    kind full,
+    grain (counterparty),
+    tags (finances),
+    columns (
+      counterparty varchar,
+    ),
+);
+
+select *
+from ods.finances.counterparty_exclusions
+;
diff --git a/billiam_database/models/raw/finances.sql b/billiam_database/models/raw/finances.sql
index d584990..ffb66eb 100644
--- a/billiam_database/models/raw/finances.sql
+++ b/billiam_database/models/raw/finances.sql
@@ -4,8 +4,9 @@ model (
     grain (row_id),
     tags (finances),
     depends_on (
+        raw.amex_transactions,
         raw.monzo_transactions,
-        seeds.counterparty_exclusions,
+        raw.counterparty_exclusions,
     ),
     columns (
         row_id int,
@@ -115,7 +116,7 @@ monzo_txns as (
       and cost != 0
       and category not in ('Savings')
       and counterparty not in ('Transport for London')
-      and counterparty not in (from seeds.counterparty_exclusions)
+      and counterparty not in (from raw.counterparty_exclusions)
 ),
 
 joined as (
diff --git a/billiam_database/models/seeds/work_absences.sql b/billiam_database/models/raw/work_absences.sql
similarity index 64%
rename from billiam_database/models/seeds/work_absences.sql
rename to billiam_database/models/raw/work_absences.sql
index e924d78..007c732 100644
--- a/billiam_database/models/seeds/work_absences.sql
+++ b/billiam_database/models/raw/work_absences.sql
@@ -1,8 +1,6 @@
 model (
-    name seeds.work_absences,
-    kind seed (
-      path 'data/work_absences.csv',
-    ),
+    name raw.work_absences,
+    kind full,
     grain (absence_date),
     tags (daily-tracker),
     columns (
@@ -11,3 +9,7 @@ model (
       hours decimal(4, 2),
     ),
 );
+
+select *
+from ods.daily_tracker.work_absences
+;
diff --git a/billiam_database/models/seeds/work_hours.sql b/billiam_database/models/raw/work_hours.sql
similarity index 80%
rename from billiam_database/models/seeds/work_hours.sql
rename to billiam_database/models/raw/work_hours.sql
index 30f2ed1..f180fd4 100644
--- a/billiam_database/models/seeds/work_hours.sql
+++ b/billiam_database/models/raw/work_hours.sql
@@ -1,8 +1,6 @@
 model (
-    name seeds.work_hours,
-    kind seed (
-      path 'data/work_hours.csv',
-    ),
+    name raw.work_hours,
+    kind full,
     grain (company, from_date),
     tags (daily-tracker),
     columns (
@@ -18,3 +16,7 @@ model (
       saturday decimal(4, 2),
     ),
 );
+
+select *
+from ods.daily_tracker.work_hours
+;
diff --git a/billiam_database/models/seeds/counterparty_exclusions.sql b/billiam_database/models/seeds/counterparty_exclusions.sql
deleted file mode 100644
index 99af9ec..0000000
--- a/billiam_database/models/seeds/counterparty_exclusions.sql
+++ /dev/null
@@ -1,11 +0,0 @@
-model (
-    name seeds.counterparty_exclusions,
-    kind seed (
-      path 'data/counterparty_exclusions.csv',
-    ),
-    grain (counterparty),
-    tags (finances),
-    columns (
-      counterparty varchar,
-    ),
-);
diff --git a/billiam_database/models/seeds/data/work_absences.csv b/billiam_database/models/seeds/data/work_absences.csv
deleted file mode 100644
index 6ca59a1..0000000
--- a/billiam_database/models/seeds/data/work_absences.csv
+++ /dev/null
@@ -1,96 +0,0 @@
-absence_date,absence_reason,hours
-2023-04-10,Annual leave,7.4000
-2023-07-07,Annual leave,7.4000
-2023-07-10,Annual leave,7.4000
-2023-07-11,Annual leave,7.4000
-2023-07-12,Annual leave,7.4000
-2023-07-13,Annual leave,7.4000
-2023-07-14,Annual leave,7.4000
-2023-07-17,Annual leave,7.4000
-2023-07-18,Annual leave,7.4000
-2023-07-19,Annual leave,7.4000
-2023-07-20,Annual leave,7.4000
-2023-07-21,Annual leave,7.4000
-2023-08-09,Non-working day,0.0000
-2023-08-23,Non-working day,0.0000
-2023-09-06,Non-working day,0.0000
-2023-09-20,Non-working day,0.0000
-2023-10-25,Non-working day,0.0000
-2023-11-01,Non-working day,0.0000
-2023-11-22,Non-working day,0.0000
-2023-11-29,Non-working day,0.0000
-2023-12-06,Non-working day,0.0000
-2023-12-13,Non-working day,0.0000
-2023-12-20,Non-working day,0.0000
-2023-12-21,Store working,0.0000
-2023-12-22,Store working,0.0000
-2023-12-25,Annual leave,7.4000
-2023-12-26,Annual leave,7.4000
-2024-01-10,Non-working day,0.0000
-2024-01-11,Sick day,0.0000
-2024-01-17,Non-working day,0.0000
-2024-01-22,Non-working day,0.0000
-2024-01-31,Non-working day,0.0000
-2024-02-05,Annual leave,7.4000
-2024-02-06,Annual leave,7.4000
-2024-02-07,Annual leave,7.4000
-2024-02-08,Annual leave,7.4000
-2024-02-09,Annual leave,7.4000
-2024-02-12,Annual leave,7.4000
-2024-02-13,Annual leave,7.4000
-2024-02-14,Annual leave,7.4000
-2024-02-15,Annual leave,7.4000
-2024-02-16,Annual leave,7.4000
-2024-02-19,Annual leave,7.4000
-2024-02-20,Annual leave,7.4000
-2024-02-21,Annual leave,7.4000
-2024-02-22,Annual leave,7.4000
-2024-02-23,Annual leave,7.4000
-2024-02-26,Annual leave,7.4000
-2024-02-27,Annual leave,7.4000
-2024-02-28,Annual leave,7.4000
-2024-02-29,Annual leave,7.4000
-2024-03-01,Annual leave,7.4000
-2024-03-06,Non-working day,0.0000
-2024-03-20,Non-working day,0.0000
-2024-03-28,Store working,0.0000
-2024-03-29,Non-working day,0.0000
-2024-04-03,Non-working day,0.0000
-2024-04-10,Non-working day,0.0000
-2024-04-19,Non-working day,0.0000
-2024-04-24,Non-working day,0.0000
-2024-05-08,Non-working day,0.0000
-2024-05-17,Non-working day,0.0000
-2024-05-22,Non-working day,0.0000
-2024-05-31,Non-working day,0.0000
-2024-06-05,Non-working day,0.0000
-2024-06-12,Non-working day,0.0000
-2024-06-28,Non-working day,0.0000
-2024-07-03,Non-working day,0.0000
-2024-07-10,Non-working day,0.0000
-2024-07-11,Annual leave,7.4000
-2024-07-12,Annual leave,7.4000
-2024-07-15,Annual leave,7.4000
-2024-07-16,Annual leave,7.4000
-2024-07-17,Annual leave,7.4000
-2024-07-18,Annual leave,7.4000
-2024-07-19,Annual leave,7.4000
-2024-07-22,Annual leave,7.4000
-2024-08-07,Sick day,0.0000
-2024-08-08,Sick day,0.0000
-2024-08-09,Sick day,0.0000
-2024-09-13,Sick day,0.0000
-2024-09-18,Annual leave,7.4000
-2024-09-19,Annual leave,7.4000
-2024-09-20,Annual leave,7.4000
-2024-12-04,Annual leave,7.4000
-2024-12-25,Annual leave,7.4000
-2024-12-26,Annual leave,7.4000
-2025-01-01,Annual leave,7.4000
-2025-02-14,Annual leave,7.4000
-2025-02-17,Annual leave,7.4000
-2025-02-18,Annual leave,7.4000
-2025-02-19,Annual leave,7.4000
-2025-02-20,Annual leave,7.4000
-2025-02-21,Annual leave,7.4000
-2025-02-24,Annual leave,7.4000
diff --git a/billiam_database/models/seeds/data/work_hours.csv b/billiam_database/models/seeds/data/work_hours.csv
deleted file mode 100644
index 0b522a5..0000000
--- a/billiam_database/models/seeds/data/work_hours.csv
+++ /dev/null
@@ -1,8 +0,0 @@
-company,from_date,to_date,sunday,monday,tuesday,wednesday,thursday,friday,saturday
-TSB,2018-09-18,2019-11-29,0.0000,7.0000,7.0000,7.0000,7.0000,7.0000,0.0000
-TSB,2019-12-02,2020-09-11,0.0000,8.7500,8.7500,0.0000,8.7500,8.7500,0.0000
-Jaja,2020-09-14,2022-01-07,0.0000,7.5000,7.5000,7.5000,7.5000,7.5000,0.0000
-Allica,2022-01-17,2022-12-16,0.0000,7.0000,7.0000,7.0000,7.0000,7.0000,0.0000
-Sainsbury's,2023-01-09,2023-11-17,0.0000,7.4000,7.4000,7.4000,7.4000,7.4000,0.0000
-Sainsbury's,2023-11-20,2024-07-12,0.0000,9.2500,9.2500,0.0000,9.2500,9.2500,0.0000
-Sainsbury's,2024-07-15,,0.0000,7.4000,7.4000,7.4000,7.4000,7.4000,0.0000
diff --git a/pyproject.toml b/pyproject.toml
index 7146a01..6eb848b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -13,8 +13,8 @@ readme = "README.md"
 keywords = ["sql", "sqlmesh", "duckdb"]
 requires-python = ">=3.11"
 dependencies = [
-    "duckdb>=1.4.0",
-    "sqlmesh>=0.224.0",
+    "duckdb==1.3.2",
+    "sqlmesh[duckdb]>=0.224.0",
 ]
 
 [dependency-groups]
@@ -48,6 +48,8 @@ lint.shell = """
     SKIP=identity pre-commit run --all-files --hook-stage pre-commit
     echo '=== pre-push checks ==='
     pre-commit run --all-files --hook-stage pre-push
+    echo '=== sqlmesh checks ==='
+    sqlmesh -p billiam_database lint
 """
 update.shell = """
     uv sync --refresh --upgrade
diff --git a/testing/setup.py b/testing/setup.py
deleted file mode 100644
index e68584a..0000000
--- a/testing/setup.py
+++ /dev/null
@@ -1,21 +0,0 @@
-"""
-Setup for CI.
-
-This is quick and dirty, but it works for now.
-"""
-
-import os
-import pathlib
-
-import duckdb
-
-CWD = pathlib.Path(os.getenv("GITHUB_WORKSPACE"))
-
-conn = duckdb.connect(database=CWD / "billiam_database/billiam.duckdb")
-conn.close()
-
-# This is a temporary fix -- this should not be a seed because it includes
-# sensitive data, so just need to refactor and move it somewhere better
-counterparty_exclusions = CWD / "billiam_database/models/seeds/data/counterparty_exclusions.csv"
-counterparty_exclusions.touch()
-counterparty_exclusions.write_text("counterparty")
diff --git a/uv.lock b/uv.lock
index f998e5f..efbeb7a 100644
--- a/uv.lock
+++ b/uv.lock
@@ -52,8 +52,8 @@ dev = [
 
 [package.metadata]
 requires-dist = [
-    { name = "duckdb", specifier = ">=1.4.0" },
-    { name = "sqlmesh", specifier = ">=0.224.0" },
+    { name = "duckdb", specifier = "==1.3.2" },
+    { name = "sqlmesh", extras = ["duckdb"], specifier = ">=0.224.0" },
 ]
 
 [package.metadata.requires-dev]
@@ -325,28 +325,31 @@ wheels = [
 
 [[package]]
 name = "duckdb"
-version = "1.4.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/82/93/adc0d183642fc9a602ca9b97cb16754c84b8c1d92e5b99aec412e0c419a8/duckdb-1.4.0.tar.gz", hash = "sha256:bd5edee8bd5a73b5822f2b390668597b5fcdc2d3292c244d8d933bb87ad6ac4c", size = 18453175, upload-time = "2025-09-16T10:22:41.509Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/60/e9/b29cc5bceac52e049b20d613551a2171a092df07f26d4315f3f9651c80d4/duckdb-1.4.0-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:6505fed1ccae8df9f574e744c48fa32ee2feaeebe5346c2daf4d4d10a8dac5aa", size = 31290878, upload-time = "2025-09-16T10:21:43.256Z" },
-    { url = "https://files.pythonhosted.org/packages/1f/68/d88a15dba48bf6a4b33f1be5097ef45c83f7b9e97c854cc638a85bb07d70/duckdb-1.4.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:36974a04b29c74ac2143457e95420a7422016d050e28573060b89a90b9cf2b57", size = 17288823, upload-time = "2025-09-16T10:21:45.716Z" },
-    { url = "https://files.pythonhosted.org/packages/8c/7e/e3d2101dc6bbd60f2b3c1d748351ff541fc8c48790ac1218c0199cb930f6/duckdb-1.4.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:90484b896e5059f145d1facfabea38e22c54a2dcc2bd62dd6c290423f0aee258", size = 14819684, upload-time = "2025-09-16T10:21:48.117Z" },
-    { url = "https://files.pythonhosted.org/packages/c4/bb/4ec8e4d03cb5b77d75b9ee0057c2c714cffaa9bda1e55ffec833458af0a3/duckdb-1.4.0-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:a969d624b385853b31a43b0a23089683297da2f14846243921c6dbec8382d659", size = 18410075, upload-time = "2025-09-16T10:21:50.517Z" },
-    { url = "https://files.pythonhosted.org/packages/ec/21/e896616d892d50dc1e0c142428e9359b483d4dd6e339231d822e57834ad3/duckdb-1.4.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:5935644f96a75e9f6f3c3eeb3da14cdcaf7bad14d1199c08439103decb29466a", size = 20402984, upload-time = "2025-09-16T10:21:52.808Z" },
-    { url = "https://files.pythonhosted.org/packages/c4/c0/b5eb9497e4a9167d23fbad745969eaa36e28d346648e17565471892d1b33/duckdb-1.4.0-cp311-cp311-win_amd64.whl", hash = "sha256:300aa0e963af97969c38440877fffd576fc1f49c1f5914789a9d01f2fe7def91", size = 12282971, upload-time = "2025-09-16T10:21:55.314Z" },
-    { url = "https://files.pythonhosted.org/packages/e8/6d/0c774d6af1aed82dbe855d266cb000a1c09ea31ed7d6c3a79e2167a38e7a/duckdb-1.4.0-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:18b3a048fca6cc7bafe08b10e1b0ab1509d7a0381ffb2c70359e7dc56d8a705d", size = 31307425, upload-time = "2025-09-16T10:21:57.83Z" },
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