diff --git a/dotenv-sample b/dotenv-sample
index 098d9e6e..fd9ae6a1 100644
--- a/dotenv-sample
+++ b/dotenv-sample
@@ -1,5 +1,5 @@
 # The DSN for access the timescaledb database
-TIMESCALEDB_URL=postgres://user:pass@localhost:5433/metrics
+TIMESCALEDB_URL=postgresql://user:pass@localhost:5433/metrics
 
 # API token for pulling data from Github
 GITHUB_TOKEN=
diff --git a/metrics/github/backfill.py b/metrics/github/backfill.py
index 178de2ae..dbd21a95 100644
--- a/metrics/github/backfill.py
+++ b/metrics/github/backfill.py
@@ -6,10 +6,11 @@
 import click
 import structlog
 
-from metrics.github.prs import process_prs
-from metrics.logs import setup_logging
-from metrics.timescaledb import TimescaleDBWriter
-from metrics.tools.dates import date_from_iso, datetime_from_iso, iter_days
+from ..logs import setup_logging
+from ..timescaledb import TimescaleDBWriter
+from ..timescaledb.tables import GitHubPullRequests
+from ..tools.dates import date_from_iso, datetime_from_iso, iter_days
+from .prs import process_prs
 
 
 setup_logging()
@@ -79,8 +80,8 @@ def pr_queue(prs, org, start, days_threshold=None):
         key = f"queue{suffix}"
 
         log.info("%s | %s | %s | Processing %s PRs", key, day, org, len(prs_on_day))
-        with TimescaleDBWriter("github_pull_requests", f"queue{suffix}") as writer:
-            process_prs(writer, prs_on_day, day)
+        with TimescaleDBWriter(GitHubPullRequests) as writer:
+            process_prs(writer, prs_on_day, day, f"queue{suffix}")
 
 
 def pr_throughput(prs, org, start):
@@ -116,16 +117,16 @@ def next_weekday(d, weekday):
 
         key = "throughput"
         log.info("%s | %s | %s | Processing %s PRs", key, day, org, len(prs_in_range))
-        with TimescaleDBWriter("github_pull_requests", "throughput") as writer:
-            process_prs(writer, prs_in_range, day)
+        with TimescaleDBWriter(GitHubPullRequests) as writer:
+            process_prs(writer, prs_in_range, day, name="throughput")
 
 
 @click.command()
 @click.argument("org")
 @click.option("--pull-data", is_flag=True, default=False)
-@click.option("--db-path", type=str)
+@click.option("--db-path", type=str, default="github.db")
 @click.pass_context
-def backfill(ctx, org, pull_data, db_path="github.db"):
+def backfill(ctx, org, pull_data, db_path):
     """Backfill GitHub data for the given GitHub ORG"""
     if pull_data:
         # clean up existing db
diff --git a/metrics/github/cli.py b/metrics/github/cli.py
index a18c48d3..7e969997 100644
--- a/metrics/github/cli.py
+++ b/metrics/github/cli.py
@@ -4,6 +4,7 @@
 import structlog
 
 from ..timescaledb import TimescaleDBWriter
+from ..timescaledb.tables import GitHubPullRequests
 from . import api
 from .backfill import backfill
 from .prs import process_prs
@@ -54,13 +55,13 @@ def pr_queue(ctx, org, date, days_threshold):
 def pr_throughput(ctx, org, date, days):
     """PRs opened in the last number of days given"""
     end = date.date()
-    start = date - timedelta(days=days)
+    start = end - timedelta(days=days)
 
     prs = api.prs_opened_in_the_last_N_days(org, start, end)
 
     log.info("%s | %s | Processing %s PRs", date, org, len(prs))
-    with TimescaleDBWriter("github_pull_requests", "throughput") as writer:
-        process_prs(writer, prs, date)
+    with TimescaleDBWriter(GitHubPullRequests) as writer:
+        process_prs(writer, prs, date, name="throughput")
 
 
 github.add_command(backfill)
diff --git a/metrics/github/prs.py b/metrics/github/prs.py
index 421ddc30..a42e75cd 100644
--- a/metrics/github/prs.py
+++ b/metrics/github/prs.py
@@ -1,4 +1,4 @@
-def process_prs(writer, prs, date):
+def process_prs(writer, prs, date, name=""):
     """
     Given a list of PRs, break them down in series for writing
 
@@ -23,6 +23,7 @@ def process_prs(writer, prs, date):
             writer.write(
                 date,
                 len(prs_by_author_and_repo),
+                name=name,
                 author=author,
                 organisation=org,
                 repo=repo,
diff --git a/metrics/logs.py b/metrics/logs.py
index 63e9a9f6..5f54d281 100644
--- a/metrics/logs.py
+++ b/metrics/logs.py
@@ -44,6 +44,11 @@ def setup_logging(debug=False):
                     "level": "DEBUG" if debug else "INFO",
                     "propagate": True,
                 },
+                "sqlalchemy": {
+                    "handlers": ["console"],
+                    "level": "WARNING",
+                    "propagate": False,
+                },
             },
         }
     )
diff --git a/metrics/slack/cli.py b/metrics/slack/cli.py
index c0b7481a..442f3c95 100644
--- a/metrics/slack/cli.py
+++ b/metrics/slack/cli.py
@@ -4,6 +4,7 @@
 import click
 
 from ..timescaledb import TimescaleDBWriter
+from ..timescaledb.tables import SlackTechSupport
 from .api import get_app, iter_messages
 
 
@@ -35,8 +36,8 @@ def tech_support(ctx, date, tech_support_channel_id, backfill):
 
     messages = iter_messages(app, tech_support_channel_id, date=day)
 
-    with TimescaleDBWriter("slack_tech_support", "requests") as writer:
+    with TimescaleDBWriter(SlackTechSupport) as writer:
         for date, messages in itertools.groupby(
             messages, lambda m: datetime.fromtimestamp(float(m["ts"])).date()
         ):
-            writer.write(date, len(list(messages)))
+            writer.write(date, len(list(messages)), name="requests")
diff --git a/metrics/timescaledb/tables.py b/metrics/timescaledb/tables.py
index 963ee643..6942242f 100644
--- a/metrics/timescaledb/tables.py
+++ b/metrics/timescaledb/tables.py
@@ -1,19 +1,23 @@
-github_pull_requests = """
-CREATE TABLE IF NOT EXISTS github_pull_requests (
-    time TIMESTAMP WITH TIME ZONE NOT NULL,
-    name TEXT NOT NULL,
-    value INTEGER NOT NULL,
-    author TEXT NOT NULL,
-    organisation TEXT NOT NULL,
-    repo TEXT NOT NULL,
-    CONSTRAINT github_pull_requests_must_be_different UNIQUE (time, name, author, repo)
-);
-"""
-slack_tech_support = """
-CREATE TABLE IF NOT EXISTS slack_tech_support (
-    time TIMESTAMP WITH TIME ZONE NOT NULL,
-    name TEXT NOT NULL,
-    value INTEGER NOT NULL,
-    CONSTRAINT slack_tech_support_must_be_different UNIQUE (time, name)
-);
-"""
+from sqlalchemy import TIMESTAMP, Column, Integer, MetaData, Table, Text
+
+
+metadata = MetaData()
+
+GitHubPullRequests = Table(
+    "github_pull_requests",
+    metadata,
+    Column("time", TIMESTAMP(timezone=True), primary_key=True),
+    Column("name", Text, primary_key=True),
+    Column("value", Integer),
+    Column("author", Text, primary_key=True),
+    Column("organisation", Text),
+    Column("repo", Text, primary_key=True),
+)
+
+SlackTechSupport = Table(
+    "slack_tech_support",
+    metadata,
+    Column("time", TIMESTAMP(timezone=True), primary_key=True),
+    Column("name", Text, primary_key=True),
+    Column("value", Integer),
+)
diff --git a/metrics/timescaledb/writer.py b/metrics/timescaledb/writer.py
index a05c7b39..83a32813 100644
--- a/metrics/timescaledb/writer.py
+++ b/metrics/timescaledb/writer.py
@@ -1,51 +1,54 @@
 import os
 from datetime import datetime, time
 
-import psycopg
 import structlog
-
-from . import tables
+from sqlalchemy import create_engine, inspect, schema, text
+from sqlalchemy.dialects.postgresql import insert
 
 
 log = structlog.get_logger()
 
-TIMESCALEDB_URL = os.environ["TIMESCALEDB_URL"]
+# Note: psycopg2 is still the default postgres dialect for sqlalchemy so we
+# inject +psycopg to enable using v3
+TIMESCALEDB_URL = os.environ["TIMESCALEDB_URL"].replace(
+    "postgresql", "postgresql+psycopg"
+)
 
 
-def ensure_table(name):
+def ensure_table(engine, table):
     """
     Ensure both the table and hypertable config exist in the database
     """
-    run(getattr(tables, name))
-
-    run(
-        "SELECT create_hypertable(%s, 'time', if_not_exists => TRUE);",
-        [name],
-    )
-
-    # ensure the RO grafana user can read the table
-    run(f"GRANT SELECT ON {name} TO grafanareader")
-
-
-def run(sql, *args):
-    with psycopg.connect(TIMESCALEDB_URL) as conn:
-        cursor = conn.cursor()
+    with engine.begin() as connection:
+        connection.execute(schema.CreateTable(table, if_not_exists=True))
+
+    with engine.begin() as connection:
+        connection.execute(
+            text(
+                f"SELECT create_hypertable('{table.name}', 'time', if_not_exists => TRUE);"
+            )
+        )
 
-        return cursor.execute(sql, *args)
+        # ensure the RO grafana user can read the table
+        connection.execute(text(f"GRANT SELECT ON {table.name} TO grafanareader"))
 
 
 class TimescaleDBWriter:
-    def __init__(self, table, key):
-        self.key = key
+    inserts = []
+
+    def __init__(self, table):
         self.table = table
+        self.engine = create_engine(TIMESCALEDB_URL)
 
     def __enter__(self):
-        ensure_table(self.table)
+        ensure_table(self.engine, self.table)
 
         return self
 
     def __exit__(self, *args):
-        pass
+        with self.engine.begin() as connection:
+            for stmt in self.inserts:
+                connection.execute(stmt)
 
     def write(self, date, value, **kwargs):
         # convert date to a timestamp
@@ -53,27 +56,20 @@ def write(self, date, value, **kwargs):
         # UTC?
         dt = datetime.combine(date, time())
 
-        # insert into the table set at instantiation
-        # unique by the tables `{name}_must_be_different` and we always want to
-        # bump the value if that triggers a conflict
-        # the columns could differ per table… do we want an object to represent tables?
-        if kwargs:
-            extra_fields = ", " + ", ".join(kwargs.keys())
-            placeholders = ", " + ", ".join(["%s" for k in kwargs.keys()])
-        else:
-            extra_fields = ""
-            placeholders = ""
-        sql = f"""
-        INSERT INTO {self.table} (time, name, value {extra_fields})
-        VALUES (%s, %s, %s {placeholders})
-        ON CONFLICT ON CONSTRAINT {self.table}_must_be_different DO UPDATE SET value = EXCLUDED.value;
-        """
-
-        run(sql, (dt, self.key, value, *kwargs.values()))
-
-        log.debug(
-            self.key,
-            date=dt.isoformat(),
-            value=value,
-            **kwargs,
+        # get the primary key name from the given table
+        constraint = inspect(self.engine).get_pk_constraint(self.table.name)["name"]
+
+        # TODO: could we put do all the rows at once in the values() call and
+        # then use EXCLUDED to reference the value in the set_?
+        insert_stmt = (
+            insert(self.table)
+            .values(time=dt, value=value, **kwargs)
+            .on_conflict_do_update(
+                constraint=constraint,
+                set_={"value": value},
+            )
         )
+
+        self.inserts.append(insert_stmt)
+
+        log.debug(insert_stmt)
diff --git a/metrics/tools/dates.py b/metrics/tools/dates.py
index 8c2b535f..abf40f48 100644
--- a/metrics/tools/dates.py
+++ b/metrics/tools/dates.py
@@ -8,7 +8,7 @@ def date_from_iso(value):
     if value is None:
         return date.today()
 
-    return date.fromisoformat(value)
+    return datetime_from_iso(value).date()
 
 
 def datetime_from_iso(value):
diff --git a/pyproject.toml b/pyproject.toml
index 833155f0..fc515ba5 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -15,9 +15,10 @@ requires-python = ">=3.11"
 dependencies = [
   "click",
   "github-to-sqlite",
+  "greenlet",
   "requests",
-  "psycopg[binary]",
   "slack-bolt",
+  "sqlalchemy[postgresql_psycopgbinary]",
   "structlog",
 ]
 dynamic = ["version"]
diff --git a/requirements.prod.txt b/requirements.prod.txt
index 38d6396e..da867bcc 100644
--- a/requirements.prod.txt
+++ b/requirements.prod.txt
@@ -115,6 +115,65 @@ github-to-sqlite==2.8.3 \
     --hash=sha256:16af0e18e4c1002e973b585333207b061137f509a9c42fc2ad48eae797ac3f0b \
     --hash=sha256:f5f28b9144bb758f99a923dadd7c3904c84c5786f34cc70c47ba64ee6f7dbe41
     # via metrics (pyproject.toml)
+greenlet==3.0.1 \
+    --hash=sha256:0a02d259510b3630f330c86557331a3b0e0c79dac3d166e449a39363beaae174 \
+    --hash=sha256:0b6f9f8ca7093fd4433472fd99b5650f8a26dcd8ba410e14094c1e44cd3ceddd \
+    --hash=sha256:100f78a29707ca1525ea47388cec8a049405147719f47ebf3895e7509c6446aa \
+    --hash=sha256:1757936efea16e3f03db20efd0cd50a1c86b06734f9f7338a90c4ba85ec2ad5a \
+    --hash=sha256:19075157a10055759066854a973b3d1325d964d498a805bb68a1f9af4aaef8ec \
+    --hash=sha256:19bbdf1cce0346ef7341705d71e2ecf6f41a35c311137f29b8a2dc2341374565 \
+    --hash=sha256:20107edf7c2c3644c67c12205dc60b1bb11d26b2610b276f97d666110d1b511d \
+    --hash=sha256:22f79120a24aeeae2b4471c711dcf4f8c736a2bb2fabad2a67ac9a55ea72523c \
+    --hash=sha256:2847e5d7beedb8d614186962c3d774d40d3374d580d2cbdab7f184580a39d234 \
+    --hash=sha256:28e89e232c7593d33cac35425b58950789962011cc274aa43ef8865f2e11f46d \
+    --hash=sha256:329c5a2e5a0ee942f2992c5e3ff40be03e75f745f48847f118a3cfece7a28546 \
+    --hash=sha256:337322096d92808f76ad26061a8f5fccb22b0809bea39212cd6c406f6a7060d2 \
+    --hash=sha256:3fcc780ae8edbb1d050d920ab44790201f027d59fdbd21362340a85c79066a74 \
+    --hash=sha256:41bdeeb552d814bcd7fb52172b304898a35818107cc8778b5101423c9017b3de \
+    --hash=sha256:4eddd98afc726f8aee1948858aed9e6feeb1758889dfd869072d4465973f6bfd \
+    --hash=sha256:52e93b28db27ae7d208748f45d2db8a7b6a380e0d703f099c949d0f0d80b70e9 \
+    --hash=sha256:55d62807f1c5a1682075c62436702aaba941daa316e9161e4b6ccebbbf38bda3 \
+    --hash=sha256:5805e71e5b570d490938d55552f5a9e10f477c19400c38bf1d5190d760691846 \
+    --hash=sha256:599daf06ea59bfedbec564b1692b0166a0045f32b6f0933b0dd4df59a854caf2 \
+    --hash=sha256:60d5772e8195f4e9ebf74046a9121bbb90090f6550f81d8956a05387ba139353 \
+    --hash=sha256:696d8e7d82398e810f2b3622b24e87906763b6ebfd90e361e88eb85b0e554dc8 \
+    --hash=sha256:6e6061bf1e9565c29002e3c601cf68569c450be7fc3f7336671af7ddb4657166 \
+    --hash=sha256:80ac992f25d10aaebe1ee15df45ca0d7571d0f70b645c08ec68733fb7a020206 \
+    --hash=sha256:816bd9488a94cba78d93e1abb58000e8266fa9cc2aa9ccdd6eb0696acb24005b \
+    --hash=sha256:85d2b77e7c9382f004b41d9c72c85537fac834fb141b0296942d52bf03fe4a3d \
+    --hash=sha256:87c8ceb0cf8a5a51b8008b643844b7f4a8264a2c13fcbcd8a8316161725383fe \
+    --hash=sha256:89ee2e967bd7ff85d84a2de09df10e021c9b38c7d91dead95b406ed6350c6997 \
+    --hash=sha256:8bef097455dea90ffe855286926ae02d8faa335ed8e4067326257cb571fc1445 \
+    --hash=sha256:8d11ebbd679e927593978aa44c10fc2092bc454b7d13fdc958d3e9d508aba7d0 \
+    --hash=sha256:91e6c7db42638dc45cf2e13c73be16bf83179f7859b07cfc139518941320be96 \
+    --hash=sha256:97e7ac860d64e2dcba5c5944cfc8fa9ea185cd84061c623536154d5a89237884 \
+    --hash=sha256:990066bff27c4fcf3b69382b86f4c99b3652bab2a7e685d968cd4d0cfc6f67c6 \
+    --hash=sha256:9fbc5b8f3dfe24784cee8ce0be3da2d8a79e46a276593db6868382d9c50d97b1 \
+    --hash=sha256:ac4a39d1abae48184d420aa8e5e63efd1b75c8444dd95daa3e03f6c6310e9619 \
+    --hash=sha256:b2c02d2ad98116e914d4f3155ffc905fd0c025d901ead3f6ed07385e19122c94 \
+    --hash=sha256:b2d3337dcfaa99698aa2377c81c9ca72fcd89c07e7eb62ece3f23a3fe89b2ce4 \
+    --hash=sha256:b489c36d1327868d207002391f662a1d163bdc8daf10ab2e5f6e41b9b96de3b1 \
+    --hash=sha256:b641161c302efbb860ae6b081f406839a8b7d5573f20a455539823802c655f63 \
+    --hash=sha256:b8ba29306c5de7717b5761b9ea74f9c72b9e2b834e24aa984da99cbfc70157fd \
+    --hash=sha256:b9934adbd0f6e476f0ecff3c94626529f344f57b38c9a541f87098710b18af0a \
+    --hash=sha256:ce85c43ae54845272f6f9cd8320d034d7a946e9773c693b27d620edec825e376 \
+    --hash=sha256:cf868e08690cb89360eebc73ba4be7fb461cfbc6168dd88e2fbbe6f31812cd57 \
+    --hash=sha256:d2905ce1df400360463c772b55d8e2518d0e488a87cdea13dd2c71dcb2a1fa16 \
+    --hash=sha256:d57e20ba591727da0c230ab2c3f200ac9d6d333860d85348816e1dca4cc4792e \
+    --hash=sha256:d6a8c9d4f8692917a3dc7eb25a6fb337bff86909febe2f793ec1928cd97bedfc \
+    --hash=sha256:d923ff276f1c1f9680d32832f8d6c040fe9306cbfb5d161b0911e9634be9ef0a \
+    --hash=sha256:daa7197b43c707462f06d2c693ffdbb5991cbb8b80b5b984007de431493a319c \
+    --hash=sha256:dbd4c177afb8a8d9ba348d925b0b67246147af806f0b104af4d24f144d461cd5 \
+    --hash=sha256:dc4d815b794fd8868c4d67602692c21bf5293a75e4b607bb92a11e821e2b859a \
+    --hash=sha256:e9d21aaa84557d64209af04ff48e0ad5e28c5cca67ce43444e939579d085da72 \
+    --hash=sha256:ea6b8aa9e08eea388c5f7a276fabb1d4b6b9d6e4ceb12cc477c3d352001768a9 \
+    --hash=sha256:eabe7090db68c981fca689299c2d116400b553f4b713266b130cfc9e2aa9c5a9 \
+    --hash=sha256:f2f6d303f3dee132b322a14cd8765287b8f86cdc10d2cb6a6fae234ea488888e \
+    --hash=sha256:f33f3258aae89da191c6ebaa3bc517c6c4cbc9b9f689e5d8452f7aedbb913fa8 \
+    --hash=sha256:f7bfb769f7efa0eefcd039dd19d843a4fbfbac52f1878b1da2ed5793ec9b1a65 \
+    --hash=sha256:f89e21afe925fcfa655965ca8ea10f24773a1791400989ff32f467badfe4a064 \
+    --hash=sha256:fa24255ae3c0ab67e613556375a4341af04a084bd58764731972bcbc8baeba36
+    # via metrics (pyproject.toml)
 idna==3.4 \
     --hash=sha256:814f528e8dead7d329833b91c5faa87d60bf71824cd12a7530b5526063d02cb4 \
     --hash=sha256:90b77e79eaa3eba6de819a0c442c0b4ceefc341a7a2ab77d7562bf49f425c5c2
@@ -126,7 +185,9 @@ pluggy==1.3.0 \
 psycopg[binary]==3.1.12 \
     --hash=sha256:8ec5230d6a7eb654b4fb3cf2d3eda8871d68f24807b934790504467f1deee9f8 \
     --hash=sha256:cec7ad2bc6a8510e56c45746c631cf9394148bdc8a9a11fd8cf8554ce129ae78
-    # via metrics (pyproject.toml)
+    # via
+    #   psycopg
+    #   sqlalchemy
 psycopg-binary==3.1.12 \
     --hash=sha256:000838cb5ab7851116b462e58893a96b0f1e35864135a6283f3242a730ec45d3 \
     --hash=sha256:03a851123d0155e1d6ca5b6cccf624e2fc71c8f7eae76f5100196e0fca047d30 \
@@ -268,6 +329,57 @@ slack-sdk==3.23.0 \
     --hash=sha256:2a8513505cced20ceee22b5b49c11d9545caa6234b56bf0ad47133ea5b357d10 \
     --hash=sha256:9d6ebc4ff74e7983e1b27dbdb0f2bb6fc3c2a2451694686eaa2be23bbb085a73
     # via slack-bolt
+sqlalchemy[postgresql-psycopgbinary,postgresql_psycopgbinary]==2.0.23 \
+    --hash=sha256:0666031df46b9badba9bed00092a1ffa3aa063a5e68fa244acd9f08070e936d3 \
+    --hash=sha256:0a8c6aa506893e25a04233bc721c6b6cf844bafd7250535abb56cb6cc1368884 \
+    --hash=sha256:0e680527245895aba86afbd5bef6c316831c02aa988d1aad83c47ffe92655e74 \
+    --hash=sha256:14aebfe28b99f24f8a4c1346c48bc3d63705b1f919a24c27471136d2f219f02d \
+    --hash=sha256:1e018aba8363adb0599e745af245306cb8c46b9ad0a6fc0a86745b6ff7d940fc \
+    --hash=sha256:227135ef1e48165f37590b8bfc44ed7ff4c074bf04dc8d6f8e7f1c14a94aa6ca \
+    --hash=sha256:31952bbc527d633b9479f5f81e8b9dfada00b91d6baba021a869095f1a97006d \
+    --hash=sha256:3e983fa42164577d073778d06d2cc5d020322425a509a08119bdcee70ad856bf \
+    --hash=sha256:42d0b0290a8fb0165ea2c2781ae66e95cca6e27a2fbe1016ff8db3112ac1e846 \
+    --hash=sha256:42ede90148b73fe4ab4a089f3126b2cfae8cfefc955c8174d697bb46210c8306 \
+    --hash=sha256:4895a63e2c271ffc7a81ea424b94060f7b3b03b4ea0cd58ab5bb676ed02f4221 \
+    --hash=sha256:4af79c06825e2836de21439cb2a6ce22b2ca129bad74f359bddd173f39582bf5 \
+    --hash=sha256:5f94aeb99f43729960638e7468d4688f6efccb837a858b34574e01143cf11f89 \
+    --hash=sha256:616fe7bcff0a05098f64b4478b78ec2dfa03225c23734d83d6c169eb41a93e55 \
+    --hash=sha256:62d9e964870ea5ade4bc870ac4004c456efe75fb50404c03c5fd61f8bc669a72 \
+    --hash=sha256:638c2c0b6b4661a4fd264f6fb804eccd392745c5887f9317feb64bb7cb03b3ea \
+    --hash=sha256:63bfc3acc970776036f6d1d0e65faa7473be9f3135d37a463c5eba5efcdb24c8 \
+    --hash=sha256:6463aa765cf02b9247e38b35853923edbf2f6fd1963df88706bc1d02410a5577 \
+    --hash=sha256:64ac935a90bc479fee77f9463f298943b0e60005fe5de2aa654d9cdef46c54df \
+    --hash=sha256:683ef58ca8eea4747737a1c35c11372ffeb84578d3aab8f3e10b1d13d66f2bc4 \
+    --hash=sha256:75eefe09e98043cff2fb8af9796e20747ae870c903dc61d41b0c2e55128f958d \
+    --hash=sha256:787af80107fb691934a01889ca8f82a44adedbf5ef3d6ad7d0f0b9ac557e0c34 \
+    --hash=sha256:7c424983ab447dab126c39d3ce3be5bee95700783204a72549c3dceffe0fc8f4 \
+    --hash=sha256:7e0dc9031baa46ad0dd5a269cb7a92a73284d1309228be1d5935dac8fb3cae24 \
+    --hash=sha256:87a3d6b53c39cd173990de2f5f4b83431d534a74f0e2f88bd16eabb5667e65c6 \
+    --hash=sha256:89a01238fcb9a8af118eaad3ffcc5dedaacbd429dc6fdc43fe430d3a941ff965 \
+    --hash=sha256:9585b646ffb048c0250acc7dad92536591ffe35dba624bb8fd9b471e25212a35 \
+    --hash=sha256:964971b52daab357d2c0875825e36584d58f536e920f2968df8d581054eada4b \
+    --hash=sha256:967c0b71156f793e6662dd839da54f884631755275ed71f1539c95bbada9aaab \
+    --hash=sha256:9ca922f305d67605668e93991aaf2c12239c78207bca3b891cd51a4515c72e22 \
+    --hash=sha256:a86cb7063e2c9fb8e774f77fbf8475516d270a3e989da55fa05d08089d77f8c4 \
+    --hash=sha256:aeb397de65a0a62f14c257f36a726945a7f7bb60253462e8602d9b97b5cbe204 \
+    --hash=sha256:b41f5d65b54cdf4934ecede2f41b9c60c9f785620416e8e6c48349ab18643855 \
+    --hash=sha256:bd45a5b6c68357578263d74daab6ff9439517f87da63442d244f9f23df56138d \
+    --hash=sha256:c14eba45983d2f48f7546bb32b47937ee2cafae353646295f0e99f35b14286ab \
+    --hash=sha256:c1bda93cbbe4aa2aa0aa8655c5aeda505cd219ff3e8da91d1d329e143e4aff69 \
+    --hash=sha256:c4722f3bc3c1c2fcc3702dbe0016ba31148dd6efcd2a2fd33c1b4897c6a19693 \
+    --hash=sha256:c80c38bd2ea35b97cbf7c21aeb129dcbebbf344ee01a7141016ab7b851464f8e \
+    --hash=sha256:cabafc7837b6cec61c0e1e5c6d14ef250b675fa9c3060ed8a7e38653bd732ff8 \
+    --hash=sha256:cc1d21576f958c42d9aec68eba5c1a7d715e5fc07825a629015fe8e3b0657fb0 \
+    --hash=sha256:d0f7fb0c7527c41fa6fcae2be537ac137f636a41b4c5a4c58914541e2f436b45 \
+    --hash=sha256:d4041ad05b35f1f4da481f6b811b4af2f29e83af253bf37c3c4582b2c68934ab \
+    --hash=sha256:d5578e6863eeb998980c212a39106ea139bdc0b3f73291b96e27c929c90cd8e1 \
+    --hash=sha256:e3b5036aa326dc2df50cba3c958e29b291a80f604b1afa4c8ce73e78e1c9f01d \
+    --hash=sha256:e599a51acf3cc4d31d1a0cf248d8f8d863b6386d2b6782c5074427ebb7803bda \
+    --hash=sha256:f3420d00d2cb42432c1d0e44540ae83185ccbbc67a6054dcc8ab5387add6620b \
+    --hash=sha256:f48ed89dd11c3c586f45e9eec1e437b355b3b6f6884ea4a4c3111a3358fd0c18 \
+    --hash=sha256:f508ba8f89e0a5ecdfd3761f82dda2a3d7b678a626967608f4273e0dba8f07ac \
+    --hash=sha256:fd54601ef9cc455a0c61e5245f690c8a3ad67ddb03d3b91c361d076def0b4c60
+    # via metrics (pyproject.toml)
 sqlite-fts4==1.0.3 \
     --hash=sha256:0359edd8dea6fd73c848989e1e2b1f31a50fe5f9d7272299ff0e8dbaa62d035f \
     --hash=sha256:78b05eeaf6680e9dbed8986bde011e9c086a06cb0c931b3cf7da94c214e8930c
@@ -287,7 +399,9 @@ tabulate==0.9.0 \
 typing-extensions==4.8.0 \
     --hash=sha256:8f92fc8806f9a6b641eaa5318da32b44d401efaac0f6678c9bc448ba3605faa0 \
     --hash=sha256:df8e4339e9cb77357558cbdbceca33c303714cf861d1eef15e1070055ae8b7ef
-    # via psycopg
+    # via
+    #   psycopg
+    #   sqlalchemy
 urllib3==2.0.7 \
     --hash=sha256:c97dfde1f7bd43a71c8d2a58e369e9b2bf692d1334ea9f9cae55add7d0dd0f84 \
     --hash=sha256:fdb6d215c776278489906c2f8916e6e7d4f5a9b602ccbcfdf7f016fc8da0596e