diff --git a/open_bus_stride_api/routers/siri_vehicle_locations.py b/open_bus_stride_api/routers/siri_vehicle_locations.py
index 57dd5ad..54bafb0 100644
--- a/open_bus_stride_api/routers/siri_vehicle_locations.py
+++ b/open_bus_stride_api/routers/siri_vehicle_locations.py
@@ -4,8 +4,10 @@
 
 import pydantic
 from fastapi import APIRouter
+from textwrap import dedent
 
 from open_bus_stride_db.model.siri_vehicle_location import SiriVehicleLocation
+from open_bus_stride_db.db import get_session
 from open_bus_stride_db import model
 
 from . import siri_rides, siri_routes, siri_snapshots
@@ -126,3 +128,127 @@ def get_(id: int = common.param_get_id(WHAT_SINGULAR)):
         SQL_MODEL, SQL_MODEL.id, id,
         pydantic_model=PYDANTIC_MODEL,
     )
+
+
+
+class SIRI_AGG_VELOCITY_STATS_PYDANTIC_MODEL(pydantic.BaseModel):
+    lon_round: float
+    lat_round: float
+    date: datetime.date
+    stddev_hourly_avg: typing.Optional[float]
+    avg_hourly_avg: float
+    sample_number: int
+    median_hourly_avg: float
+    last_used: typing.Optional[datetime.datetime]
+
+@router.get(
+    "/siri-agg-velocity-stats",
+    tags=[TAG],
+    response_model=typing.List[SIRI_AGG_VELOCITY_STATS_PYDANTIC_MODEL],
+    description="Retrieve aggregated velocity stats for a given date (with cache mechanism).",
+)
+def get_or_insert_agg_velocity_stats(
+    date: datetime.date = common.doc_param("date", filter_type="date", default=...)
+):
+    """
+    Fetch aggregated velocity stats for the given date. If not found, calculate them.
+    """
+    # Query the database for the given date
+    sql = dedent("""
+        SELECT
+            siri_agg_velocity_stats.lat_round,
+            lon_round,
+            date,
+            stddev_hourly_avg,
+            avg_hourly_avg,
+            sample_number,
+            median_hourly_avg,
+            last_used
+        FROM siri_agg_velocity_stats
+        WHERE date = :date
+    """)
+    sql_params = {"date": date}
+    with get_session() as db:
+        results = db.execute(sql, sql_params).fetchall()
+
+        # If no results, calculate and insert new data
+        if not results:
+            calculate_sql = dedent("""
+                WITH HourlyAverages AS (
+                    SELECT
+                        trunc(lon * 500 + .5) / 500 AS lon_round,
+                        trunc(lat * 500 + .5) / 500 AS lat_round,
+                        DATE(recorded_at_time) AS date,
+                        DATE_PART('hour', recorded_at_time) AS hour,
+                        AVG(velocity) AS hourly_avg,
+                        COUNT(1) AS sample_number
+                    FROM siri_vehicle_location svl
+                    WHERE
+                        velocity > 0 AND velocity < 200
+                        AND lon > 0 AND lat > 0
+                        AND DATE(recorded_at_time) = :date
+                    GROUP BY lon_round, lat_round, date, hour
+                    HAVING COUNT(1) > 5
+                )
+                SELECT
+                    lon_round,
+                    lat_round,
+                    date,
+                    STDDEV(hourly_avg) AS stddev_hourly_avg,
+                    AVG(hourly_avg) AS avg_hourly_avg,
+                    SUM(sample_number) AS sample_number,
+                    PERCENTILE_CONT(0.5) WITHIN GROUP (ORDER BY hourly_avg) AS median_hourly_avg
+                FROM HourlyAverages
+                WHERE date = :date
+                GROUP BY lon_round, lat_round, date
+            """)
+            new_data = db.execute(calculate_sql, sql_params).fetchall()
+
+            if new_data:
+                # delete old data (inserted 10,000 records ago)
+                delete_old_sql = dedent("""
+                    with delete_from as (
+                        select last_used
+                        from siri_agg_velocity_stats
+                        order by last_used
+                        limit 1
+                        offset 10000
+                    )
+                    delete from siri_agg_velocity_stats
+                    where last_used < (select last_used from delete_from)
+                """)
+                insert_sql = dedent("""
+                    INSERT INTO siri_agg_velocity_stats (
+                        lon_round, lat_round, date,
+                        stddev_hourly_avg, avg_hourly_avg,
+                        sample_number, median_hourly_avg,
+                        last_used
+                    )
+                    VALUES (
+                        :lon_round, :lat_round, :date,
+                        :stddev_hourly_avg, :avg_hourly_avg,
+                        :sample_number, :median_hourly_avg,
+                        NOW()
+                    )
+                """)
+                for row in new_data:
+                    db.execute(insert_sql, dict(row))
+                db.commit()
+
+            # Refresh the results after insertion
+            results = db.execute(sql, sql_params).fetchall()
+
+        # Return the results as a response
+        return [
+            {
+                "lon_round": result.lon_round,
+                "lat_round": result.lat_round,
+                "date": result.date,
+                "stddev_hourly_avg": result.stddev_hourly_avg,
+                "avg_hourly_avg": result.avg_hourly_avg,
+                "sample_number": result.sample_number,
+                "median_hourly_avg": result.median_hourly_avg,
+                "last_used": result.last_used,
+            }
+            for result in results
+        ]