tracksolid_timescale_grafana_prod/260410_baseline_report.md

Fireside Communications — Fleet Baseline Report

Date: 2026-04-11 · Time of queries: ~07:38 EAT
Database: tracksolid_db on TimescaleDB
Container: timescale_db-bo3nov2ija7g8wn9b1g2paxs-204435447351
Report scope: All 63 registered devices · All tables · Post-migration 04 + 05

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1. Migration Status

All four schema migrations applied and tracked:

Migration File	Applied (EAT)	Status
02_tracksolid_full_schema_rev.sql	2026-04-10 23:45:17	✓ Applied
03_webhook_schema_migration.sql	2026-04-10 23:45:17	✓ Applied
04_bug_fix_migration.sql	2026-04-10 23:45:17	✓ Applied — distance_km renamed & corrected
05_enhancement_migration.sql	2026-04-10 23:45:17	✓ Applied — new tables + columns

Schema is fully current. No pending migrations.

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2. Table Row Counts (as of 07:38 EAT)

Table	Rows	Notes
tracksolid.devices	63	Full fleet registry
tracksolid.live_positions	19	19 devices with a known position (30% of fleet)
tracksolid.position_history	137	All historical GPS fixes — growing
tracksolid.alarms	2	2 vibration alerts overnight
tracksolid.trips	0	Fleet parked overnight — expected
tracksolid.parking_events	0	Fix deployed; will populate with movement
tracksolid.obd_readings	0	Awaiting webhook registration
tracksolid.device_events	0	Awaiting /pushevent registration
tracksolid.fuel_readings	0	Awaiting /pushoil registration
tracksolid.temperature_readings	0	Awaiting /pushtem registration
tracksolid.lbs_readings	0	Awaiting /pushlbs registration
tracksolid.geofences	0	Not yet configured
tracksolid.heartbeats	0	Awaiting heartbeat webhook
tracksolid.fault_codes	0	Awaiting fault code data
tracksolid.ingestion_log	397	Polling audit trail — healthy
dwh_gold.fact_daily_fleet_metrics	0	ETL not yet run
dwh_gold.dim_vehicles	0	Awaiting population

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3. Fleet Composition

63 devices across 4 device models:

Model	Count	Typical Use
AT4	23	Asset / cargo hardwired tracker
JC400P	23	Camera-capable tracker (larger vehicles)
X3	10	Compact vehicle tracker
GT06E	7	OBD-port tracker
Total	63

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4. Full Device Registry

All 63 devices. vehicle_number and driver_name are blank for every device — primary data quality gap.

Device Name	Model	SIM	Odometer (km)	Expires	Status
AT4-51820	AT4	—	—	—	No position
AT4-53099	AT4	—	—	—	No position
AT4-54246	AT4	—	—	—	No position
AT4-55029	AT4	—	—	—	No position
AT4-55235	AT4	—	—	—	No position
AT4-57389	AT4	—	—	—	No position
AT4-61860	AT4	—	—	—	No position
AT4-64815	AT4	—	—	2036-02-05	Stale (1,556h)
AT4-64823	AT4	—	—	—	No position
AT4-64880	AT4	—	—	—	No position
AT4-64989	AT4	—	—	—	No position
AT4-65010	AT4	—	—	—	No position
AT4-65135	AT4	—	—	—	No position
AT4-65341	AT4	—	—	—	No position
AT4-65598	AT4	—	—	—	No position
AT4-65648	AT4	—	—	—	No position
AT4-66158	AT4	—	—	—	No position
AT4-67271	AT4	—	—	—	No position
AT4-67693	AT4	—	—	—	No position
Belta KCU-647D	GT06E	0110094465	234,546	2040-04-03	Stale (7,568h) — SERVICE FLAG
FRED KMGW 538W HULETI	X3	0119867174	2,284	2036-02-08	Active (0.1h)
GT06E-85428	GT06E	—	—	—	No position
GT06E-86319	GT06E	—	—	—	No position
JC400P-07904	JC400P	—	—	—	No position
JC400P-85041	JC400P	—	—	—	No position
JC400P-85058	JC400P	—	—	—	No position
JC400P-85751	JC400P	—	17	2036-03-11	Stale (729h)
JC400P-86270	JC400P	—	6,931	—	No position
JC400P-86403	JC400P	—	—	—	No position
JC400P-87625	JC400P	—	—	—	No position
JC400P-87831	JC400P	—	—	—	No position
JC400P-89431	JC400P	—	7,375	—	No position
JC400P-89530	JC400P	—	—	—	No position
JC400P-89563	JC400P	—	—	—	No position
JC400P-89662	JC400P	—	—	—	No position
JC400P-89977	JC400P	—	—	—	No position
JC400P-90108	JC400P	—	—	—	No position
JC400P-90199	JC400P	—	—	—	No position
JC400P-90678	JC400P	—	—	—	No position
JC400P-91619	JC400P	—	3,719	—	No position
JC400P-92278	JC400P	—	—	—	No position
JC400P-92716	JC400P	—	—	—	No position
JC400P-92732	JC400P	—	—	—	No position
JC400P-94233	JC400P	—	—	—	No position
JK Subaru KCS 903Y	GT06E	0746759925	73,345	2039-06-12	Stale (671h)
KCE 690F	AT4	—	—	2039-07-01	Very stale (57,312h)
KCS 903Y JK SUB	AT4	0700024569	4,492	2039-06-09	Very stale (15,213h)
KCU 145Q Solo Xtrail	GT06E	0757270810	53,228	2039-12-20	Stale (7,530h)
KCU 865Q Vanguard	GT06E	0757270763	61,758	2039-12-20	Stale (62h)
KCU 865Q Vanguard Sub	AT4	0757270804	9,656	2039-12-20	Very stale (15,429h)
KDK 829A GP	GT06E	0707923872	239,264	2042-10-29	Active (0.2h) — SERVICE FLAG
KDU 878T_CAM	JC400P	0708351897	1,562	2035-08-18	Stale (3,064h)
KDU 878T_Track	X3	0708352823	4,802	2035-08-18	Stale (62h)
KDW 632M HL Cam	JC400P	300002396032 IoT	16	2036-03-11	Stale (740h)
KDW 632M HL Tracker	X3	300002396033 IoT	222	2036-02-09	Stale (728h)
KMEH 692C KAWASAKI	AT4	0110094467	3,319	2040-04-03	Very stale (24,693h)
KMGR 409U HENRY JAZZ	X3	0768697302	6,696	2035-07-31	Semi-active (16h)
X3-59405	X3	—	—	—	No position
X3-63282	X3	—	4,194	2036-02-14	Active (0.2h) — UGANDA ANOMALY
X3-64223	X3	—	—	—	No position
X3-68968	X3	—	16	2036-03-11	Stale (728h)
X3-69172	X3	—	—	—	No position
X3-78553	X3	—	—	—	No position

---

5. Live Position Coverage

19 of 63 devices (30%) have a position in live_positions.
44 devices (70%) have no position at all — offline, SIM not installed, or never activated.

Freshness Bands

Band	Count	Devices
< 1 hour (active now)	3	FRED KMGW 538W HULETI, X3-63282, KDK 829A GP
1–24 hours	1	KMGR 409U HENRY JAZZ (16h)
1–7 days (stale)	3	KCU 865Q Vanguard (62h), KDU 878T_Track (62h), KDU 878T_CAM (3,064h)
1–12 months (very stale)	6	JK Subaru KCS 903Y, KCU 145Q, Belta KCU-647D, etc.
> 1 year (historical only)	6	KCS 903Y JK SUB, KCU 865Q Vanguard Sub, KMEH 692C KAWASAKI, KCE 690F, etc.

Full Live Position Detail

Device	Model	Lat	Lng	Speed (km/h)	ACC	GPS Signal	Satellites	Last Fix (EAT)
FRED KMGW 538W HULETI	X3	-1.23748	36.72662	0	Off	4	15	2026-04-11 07:34:26
X3-63282	X3	0.19554	32.54002	0	Off	4	11	2026-04-11 07:30:15
KDK 829A GP	GT06E	-1.32787	36.89972	0	Off	3	8	2026-04-11 07:28:58
KMGR 409U HENRY JAZZ	X3	-1.23748	36.72674	1	Off	2	6	2026-04-10 15:40:32
KCU 865Q Vanguard	GT06E	-1.23748	36.72641	5	Off	—	—	2026-04-08 17:17:45
KDU 878T_Track	X3	-1.23528	36.72871	0	Off	—	—	2026-04-08 17:16:55
JK Subaru KCS 903Y	GT06E	-1.23558	36.72870	0	Off	—	—	2026-03-14 09:08:34
X3-68968	X3	-1.23799	36.72615	0	Off	—	—	2026-03-11 23:59:28
KDW 632M HL Tracker	X3	-1.24087	36.72839	0	Off	—	—	2026-03-11 23:53:44
JC400P-85751	JC400P	-1.23796	36.72611	0	Off	—	—	2026-03-11 22:15:44
KDW 632M HL Cam	JC400P	-1.24115	36.72847	0	Off	—	—	2026-03-11 11:52:01
AT4-64815	AT4	-1.24136	36.72872	0	Off	—	—	2026-02-05 11:19:55
KDU 878T_CAM	JC400P	-1.06900	37.01436	12	Off	—	—	2025-12-04 15:27:42
KCU 145Q Solo Xtrail	GT06E	-1.29728	36.88850	0	Off	—	—	2025-06-01 14:04:47
Belta KCU-647D	GT06E	-1.15151	36.63857	0	Off	—	—	2025-05-30 23:53:22
KCS 903Y JK SUB	AT4	-1.23529	36.72875	0	Off	—	—	2024-07-16 10:41:42
KCU 865Q Vanguard Sub	AT4	-1.23522	36.73104	0	Off	—	—	2024-07-07 10:43:21
KMEH 692C KAWASAKI	AT4	-1.23849	36.72460	0	Off	—	—	2023-06-17 10:41:18
KCE 690F	AT4	-1.24008	36.74522	31	Off	—	—	2019-09-27 07:20:08

ACC Off for all 19 devices — fleet parked overnight, consistent with ~03:00–07:38 EAT query window.

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6. Geographic Clustering

All known positions confirmed in two clusters plus one critical outlier:

Cluster	Area	Coords	Active Devices
Primary depot	Nairobi West / Kikuyu Rd corridor	-1.235 to -1.241, 36.724 to 36.731	14 devices
Secondary	Nairobi East / Thika Rd	-1.297 to -1.328, 36.885 to 36.900	2 devices
Outlier	Thika / Ruiru	-1.069, 37.014	1 device (KDU 878T_CAM)
CRITICAL	Uganda — Kampala region	0.196, 32.540	1 device (X3-63282)

The primary depot cluster at ~(-1.237, 36.727) is very tight — 10+ devices within a 200m radius — suggesting a single compound/yard. This is your main base.

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7. Position History

Total fixes: 137 across two ingestion sources:

Source	Fixes	Method	Frequency
poll	124	Fleet-wide 60s sweep	Every 60 seconds
track_list	13	Per-device high-res trail (POLL-01)	Every 30 minutes
Total	137

Per-Device Fixes — Last 24 Hours

Device	Model	Fixes	First Fix (EAT)	Last Fix (EAT)	Avg Speed	Max Speed
FRED KMGW 538W HULETI	X3	40	2026-04-10 23:16	2026-04-11 07:34	0.0 km/h	0.0
X3-63282	X3	29	2026-04-10 23:15	2026-04-11 07:30	0.0 km/h	0.0
KDK 829A GP	GT06E	16	2026-04-10 23:13	2026-04-11 07:29	0.0 km/h	0.0
KMGR 409U HENRY JAZZ	X3	1	2026-04-10 15:40	2026-04-10 15:40	1.0 km/h	1.0

Only 4 of 63 devices generated position history in the last 24 hours. The remaining 59 are either offline, not reporting, or have stale last-seen data from prior months.

Track List Sample (POLL-01 High-Resolution Trail)

13 high-res waypoints captured across 15 scheduler runs (30-min interval, overnight):

Device	GPS Time (EAT)	Lat	Lng	Speed
FRED KMGW 538W HULETI	2026-04-11 07:04:07	-1.23748	36.72662	0
KDK 829A GP	2026-04-11 07:00:52	-1.32800	36.89976	0
X3-63282	2026-04-11 07:00:15	0.19554	32.54002	0
FRED KMGW 538W HULETI	2026-04-11 06:54:01	-1.23748	36.72662	0
X3-63282	2026-04-11 06:45:15	0.19554	32.54002	0

All track_list fixes show speed = 0 and stationary coordinates, confirming overnight parking. Altitude data not yet populated (device-dependent feature).

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8. Alarms

Total alarms: 2 — both on the same device, overnight.

#	Device	Alarm Type	Alarm Name	Time (EAT)	Lat	Lng	Speed
1	FRED KMGW 538W HULETI	3	Vibration alert	2026-04-11 00:57:30	-1.23752	36.72660	0
2	FRED KMGW 538W HULETI	3	Vibration alert	2026-04-11 02:58:36	-1.23748	36.72660	0

Key findings:

• BUG-01 confirmed fixed — alarm_type (3) and alarm_name ("Vibration alert") now correctly populated from polling. Previously both were always NULL.
• Both events at stationary coordinates, ~2 hours apart while parked.
• Vibration type 3 while speed = 0 suggests: tamper attempt, animal contact, or sensor vibration from nearby traffic.
• Vehicle position is at the primary Kikuyu Rd depot cluster — consistent with a parked asset.
• No speed alarms, no geofence alarms, no power alarms.

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9. Trips

Trips recorded: 0

Expected — all vehicles parked overnight. Schema confirmed correct:

Column	Present	Notes
distance_km	✓	Renamed from distance_m, values corrected ÷1,000,000 (BUG-02 fixed)
max_speed_kmh	✓	Will populate from next trip poll (BUG-03 fixed)
avg_speed_kmh	✓
driving_time_s	✓
idle_time_s	✓
fuel_consumed_l	✓

First trips expected ~06:30–07:00 EAT when drivers depart. Validate with:

SELECT d.device_name, t.start_time AT TIME ZONE 'Africa/Nairobi',
       t.distance_km, t.avg_speed_kmh, t.max_speed_kmh, t.driving_time_s
FROM tracksolid.trips t
JOIN tracksolid.devices d ON d.imei = t.imei
ORDER BY t.start_time DESC LIMIT 10;

---

10. Parking Events

Parking events: 0

POLL-02 fix deployed (acc_type=0, corrected durSecond field mapping). The API is responding (60 calls, 0 rows) — events will populate once vehicles complete a full park-stop-move cycle.

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11. Ingestion Pipeline Health

Total API calls across all endpoints since deployment (~08h operational):

Endpoint	Calls	Rows Upserted	Rows Inserted	Avg Duration	Failures	First Call (EAT)	Last Call (EAT)
jimi.user.device.location.list	311	5,909	5,909	493ms	0	2026-04-10 23:45	2026-04-11 07:38
jimi.open.platform.report.parking	60	0	0	10,891ms	0	2026-04-10 23:45	2026-04-11 07:36
jimi.device.track.list	15	0	80	136,875ms	0	2026-04-10 23:45	2026-04-11 07:19
jimi.device.alarm.list	11	0	11	939ms	0	2026-04-11 01:00	2026-04-11 03:24
jimi.user.device.list+detail	2	126	0	6,290ms	0	2026-04-10 23:45	2026-04-11 05:00
Total	399				0

Observations:

• Zero failures across all 399 API calls — pipeline fully stable.
• Location polling: 311 calls × ~19 devices/call = consistent fleet coverage. Averaging 493ms round-trip.
• Track list: 15 calls yielding 80 waypoints at 136s avg — the API is slow per call but returns full trail history correctly.
• Parking: 60 calls, all successful, all 0 rows — API is healthy, no parking events completed yet.
• Device sync (device.list+detail): runs every 5 hours; 2 runs complete, 126 device records synced.
• Alarm polling: activates conditionally; 11 calls catching both overnight alarms correctly.

Recent Call Log (last 5 minutes)

Every 60s location sweep returning exactly 19 devices at ~200ms:

07:38:13  location.list   63 queried → 19 upserted   230ms
07:37:13  location.list   63 queried → 19 upserted   214ms
07:36:12  location.list   63 queried → 19 upserted   223ms
07:36:04  parking         13+50 queried → 0 inserted  14,562ms + 7,293ms
07:35:11  location.list   63 queried → 19 upserted   195ms

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12. Odometer Leaders & Service Flags

Devices with reported odometer readings (ascending by mileage):

Rank	Device	Model	SIM	Odometer (km)	Subscription Expires
1	KDK 829A GP	GT06E	0707923872	239,264	2042-10-29
2	Belta KCU-647D	GT06E	0110094465	234,546	2040-04-03
3	JK Subaru KCS 903Y	GT06E	0746759925	73,345	2039-06-12
4	KCU 865Q Vanguard	GT06E	0757270763	61,758	2039-12-20
5	KCU 145Q Solo Xtrail	GT06E	0757270810	53,228	2039-12-20
6	KCU 865Q Vanguard Sub	AT4	0757270804	9,656	2039-12-20
7	JC400P-89431	JC400P	—	7,375	—
8	JC400P-86270	JC400P	—	6,931	—
9	KMGR 409U HENRY JAZZ	X3	0768697302	6,696	2035-07-31
10	KDU 878T_Track	X3	0708352823	4,802	2035-08-18
11	KCS 903Y JK SUB	AT4	0700024569	4,492	2039-06-09
12	X3-63282	X3	—	4,194	2036-02-14
13	JC400P-91619	JC400P	—	3,719	—
14	KMEH 692C KAWASAKI	AT4	0110094467	3,319	2040-04-03
15	FRED KMGW 538W HULETI	X3	0119867174	2,284	2036-02-08

KDK 829A GP (239,264 km) and Belta KCU-647D (234,546 km) are critical service flags. Both exceed typical major maintenance thresholds. Both are GT06E OBD trackers — their odometer readings come directly from the vehicle's ECU, making them more reliable than GPS-estimated mileage. Recommend immediate physical inspection.

---

13. Subscription Status

Category	Count	Notes
No expiry date set	44	All are the 44 silent/no-position devices — likely unactivated
Already expired	0	None expired
Expiring within 90 days	0	None imminent
Valid long-term (> 90 days)	19	All the devices with live positions

The 44 devices with no expiry are the same 44 with no position data. This strongly suggests they have never been activated on the Tracksolid platform (no SIM, no subscription, never commissioned).

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14. Geographic Anomaly — X3-63282

X3-63282 is consistently reporting from Uganda (~0.196°N, 32.540°E) near Kampala.

Evidence this is real (not a GPS glitch):

• 29 fixes over 24 hours, all from the same coordinates
• Track_list high-res trail confirms 5 more waypoints at the same location
• Device is actively pinging every 60 seconds (GPS signal quality: 4/4, 11 satellites)
• Subscription is valid until 2036-02-14
• Odometer reads 4,194 km

This device is genuinely located in Uganda and actively communicating.

Possible explanations:

1. Vehicle on a cross-border logistics trip (Nairobi → Kampala corridor)
2. Device removed and travelling separately from the vehicle
3. Device installed in a vehicle belonging to a different entity

Action required: Contact driver or responsible manager immediately to confirm vehicle location, mission, and expected return.

---

15. Silent Devices — Full List (44 devices)

All 44 devices with no position data and no subscription expiry set:

Model	Devices
AT4 (18)	AT4-51820, AT4-53099, AT4-54246, AT4-55029, AT4-55235, AT4-57389, AT4-61860, AT4-64823, AT4-64880, AT4-64989, AT4-65010, AT4-65135, AT4-65341, AT4-65598, AT4-65648, AT4-66158, AT4-67271, AT4-67693
JC400P (20)	JC400P-07904, JC400P-85041, JC400P-85058, JC400P-86270, JC400P-86403, JC400P-87625, JC400P-87831, JC400P-89431, JC400P-89530, JC400P-89563, JC400P-89662, JC400P-89977, JC400P-90108, JC400P-90199, JC400P-90678, JC400P-91619, JC400P-92278, JC400P-92716, JC400P-92732, JC400P-94233
GT06E (2)	GT06E-85428, GT06E-86319
X3 (4)	X3-59405, X3-64223, X3-69172, X3-78553

18 AT4 + 20 JC400P = 38 of the 44 silent devices are AT4s and JC400Ps — the two largest model groups. This is a significant inventory of undeployed trackers. Either these are in storage awaiting vehicle installation, or they represent a large batch of devices purchased but not yet commissioned.

---

16. Schema Additions Confirmed (Migration 05)

New columns on existing tables

tracksolid.trips:

• distance_km (renamed + corrected from distance_m)
• max_speed_kmh ✓

tracksolid.obd_readings — normalized scalar columns:

• engine_rpm, coolant_temp_c, fuel_level_pct, battery_voltage ✓
• intake_pressure, throttle_pct, vehicle_speed, engine_load_pct ✓

tracksolid.alarms — enrichment:

• severity, geofence_id, geofence_name ✓
• acknowledged_at, acknowledged_by ✓

tracksolid.devices — vehicle enrichment:

• vehicle_category, cost_centre, assigned_route ✓
• depot_geom, depot_address ✓

New tables confirmed present

Table	Type	Purpose
tracksolid.device_events	Regular	Login/logout events (PUSH-01)
tracksolid.fuel_readings	Hypertable	Fuel sensor readings (PUSH-02)
tracksolid.temperature_readings	Hypertable	Temperature/humidity (PUSH-03)
tracksolid.lbs_readings	Regular	Cell tower fallback positions (PUSH-04)
tracksolid.geofences	Regular	Geofence zone storage

DWH Gold layer

Object	Status
dwh_gold.dim_vehicles	Present, 0 rows
dwh_gold.fact_daily_fleet_metrics	Present, 0 rows — ETL function not yet run

---

17. Data Quality Gaps — Priority Matrix

P0 — Blocks all driver / vehicle reporting

Gap	Scope	Action
vehicle_number, vehicle_name, driver_name blank	All 63 devices	Bulk populate via Tracksolid Pro admin or API
44 devices never activated (no SIM, no position)	70% of fleet	Commission or confirm storage status per device

P1 — Blocks operational analytics

Gap	Scope	Action
No push webhooks registered	OBD, fuel, temp, events, LBS all empty	Register 6 endpoints in Tracksolid Pro
Parking: 0 rows despite 60 API calls	Cannot compute idle time or utilisation	Validate post-morning operations
Trips: 0 rows	All KPIs unavailable	Validate first morning trips >07:00 EAT
fuel_100km not set	No cost-per-trip or fuel efficiency	Set per vehicle class

P2 — Limits reporting depth

Gap	Scope	Action
No geofences configured	No zone detection, no off-route alerts	Create depot + key-site geofences
vehicle_category blank	Cannot segment by vehicle type	Populate alongside vehicle_number
cost_centre blank	Cannot allocate costs to business units	Populate alongside vehicle_number
depot_geom blank	Cannot compute distance-from-base	Set primary depot coordinates
DWH gold empty	Grafana summary panels empty	Run dwh_gold.refresh_daily_metrics() after first full day

---

18. Grafana Dashboard Readiness

Panel	Ready	Condition
Fleet map — live positions	Partial	19/63 visible; 44 offline
Position trail / route replay	Ready	137 fixes, growing each cycle
Alarm feed	Ready	Live; will grow with operations
Active device count	Ready	4 devices active in last 24h
Trips today	Not ready	Validate post-07:00 EAT
Distance per vehicle	Not ready	Requires trips data
Driver behaviour (speed, harsh events)	Not ready	Requires trips + driver metadata
Fuel efficiency	Not ready	Requires fuel_100km + OBD/fuel data
Device connectivity uptime	Not ready	Requires /pushevent webhook
Cold chain temperature	Not ready	Requires /pushtem webhook
Odometer / service alerts	Ready	15 devices with odometer data

---

19. Recommended Actions (Priority Order)

1. Populate vehicle metadata — vehicle_number, vehicle_name, driver_name for all 63 devices. Single most impactful action — unlocks driver scoring, trip attribution, and all KPIs from 01_BusinessAnalytics.md.

2. Investigate X3-63282 in Uganda — Contact driver/manager today. Confirm cross-border mission or escalate as potential asset displacement.

3. Schedule morning data validation — At 09:00 EAT run trip, parking, and alarm queries to confirm pipeline behaviour during active operations.

4. Register push webhooks in Tracksolid Pro:

   • /pushtripreport
   • /pushobd
   • /pushoil
   • /pushtem
   • /pushlbs
   • /pushevent

5. Audit 44 silent devices — Determine which are: (a) in storage awaiting installation, (b) installed but SIM not provisioned, (c) decommissioned. Log the outcome per IMEI.

6. Flag KDK 829A GP and Belta KCU-647D for service — 239k km and 234k km respectively. Both actively communicating and in use.

7. Set fuel_100km per vehicle class to enable cost reporting.

8. Configure primary depot geofence at ~(-1.237, 36.727) — the tight cluster where most of the fleet is parked.

9. Run DWH gold ETL after first full operational day:

   SELECT dwh_gold.refresh_daily_metrics(CURRENT_DATE - 1);
   

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End of report. Data queried: 2026-04-11 ~07:38 EAT. Next full refresh recommended: 2026-04-11 12:00 EAT after morning operations complete.