Agriculture
21 columns
200 rows
8 formats

AgriTech Equipment Telemetry Dataset

This dataset provides detailed, time-stamped telemetry logs from smart agricultural machinery, including operational metrics, location data, and maintenance indicators. It enables advanced analytics for usage patterns, predictive maintenance, and farm management optimization, supporting both operational and strategic decision-making in precision agriculture.

opened 7 times
last updated 21 Aug 2025
by GoMask

The brief that made it

Predictive maintenance and equipment health monitoring

Sample rows

preview · 8 of 200 rows · all 21 columns

telemetry_idstring	equipment_typestring	battery_voltagefloat	maintenance_requiredboolean	manufacturerstring	equipment_idstring	modelstring	serial_numberstring	timestampdatetime	latitudefloat	longitudefloat	field_idstring	operator_idstring	operating_modestring	engine_hoursfloat	fuel_levelfloat	hydraulic_pressurefloat	temperaturefloat	speedfloat	error_codestring	notesstring
TL0001	tractor	13.2	false	John Deere	EQ-101	X950R	JD-X950R-1001	2024-01-08T09:13:27Z	36.889002	-96.2211	F-US1	OP-201	active	350.6	83.8	1807	35.2	19.8	blank	Normal operation, field tilling in progress.
TL0002	harvester	11.9	true	Fendt	EQ-102	Ideal 9T	FD-9T-4202	2024-01-09T09:17:05Z	47.49281	11.01593	F-GER	OP-202	maintenance	1672.5	9.7	2120	34.1	0	MAIN401:Scheduled	Routine service check, high engine hours.
TL0003	sprayer	13.7	false	AGCO	EQ-103	TerraGator	AG-TG-3011	2024-01-10T11:31:02Z	41.23159	-95.85642	F-MID	OP-203	active	145.3	92.5	1223	25.1	14.3	blank	Precision spraying, tank full.
TL0004	planter	12.8	false	Kinze	EQ-104	4905	KN-4905-2024	2024-01-11T13:44:50Z	39.83012	-94.82241	F-US2	OP-204	active	312.7	63.2	1701	28.5	11.9	blank	Planting soybeans, optimal conditions.
TL0005	irrigator	11.5	false	Valley	EQ-105	7000 Series	VLY-7000-512	2024-01-13T08:21:41Z	42.30122	-97.12017	F-NEB	OP-205	standby	150.4	52.1	900	5.1	0	blank	Waiting for next irrigation cycle.
TL0006	tractor	12.6	false	Mahindra	EQ-106	575 DI	MH-575DI-3023	2024-01-15T15:32:17Z	28.60412	77.32521	F-IND	OP-206	active	789.1	78.6	1992	40.2	17.9	blank	Heavy workload, field plowing.
TL0007	harvester	12.1	true	Case IH	EQ-107	Axial-Flow 6140	CIH-6140-8712	2024-01-16T10:09:59Z	49.28313	-123.11271	F-CAN	OP-207	error	1831.6	4.3	2050	22.5	0	E312:EngineOverheat	Error triggered, engine overheating.
TL0008	sprayer	13.5	false	Jacto	EQ-108	Uniport 3030	JC-UP3030-0012	2024-01-18T06:32:29Z	-23.54867	-46.63967	F-BRA	OP-208	active	109.5	98.2	1147	32.3	15.8	blank	Spraying in progress, high tank level.
TL0009	planter	12.3	false	Great Plains	EQ-109	YP1625A	GP-1625A-7891	2024-01-19T13:10:41Z	37.6878	-97.33006	F-KS	OP-209	idle	210.2	47.9	1653	18.4	0	blank	Idle, awaiting seed refill.
TL0010	irrigator	11.1	true	Rain Bird	EQ-110	ESP-LXME	RB-LXME-9002	2024-01-21T07:21:19Z	35.2354	-101.8267	F-TX	OP-210	error	158.7	46.5	801	2.5	0	IRR021:FlowLow	Hydraulic flow error, requires service.
TL0011	tractor	12	false	Sonalika	EQ-111	DI-75	SON-DI75-5012	2024-01-22T09:44:16Z	19.07598	72.87765	F-IND2	OP-211	idle	512.7	44.3	1511	23.8	0	blank	Idle, scheduled break for operator.
TL0012	harvester	12.4	false	New Holland	EQ-112	CR Revelation	NH-CRR-9081	2024-01-24T14:22:03Z	45.50169	-73.56725	F-CAN2	OP-212	active	1810.3	15.4	1940	28.4	8.7	blank	Harvesting wheat, nearing maintenance threshold.
TL0013	sprayer	13.1	false	Hardi	EQ-113	Navigator 4000	HD-NAV4000-5207	2024-01-25T16:53:39Z	56.26392	9.501785	F-DEN	OP-213	active	275.8	74.6	1242	19.3	13.4	blank	Sprayer running smoothly, good coverage.
TL0014	planter	12.7	false	John Deere	EQ-114	MaxEmerge 5e	JD-ME5E-4031	2024-01-27T08:07:22Z	38.62709	-90.1994	F-MO	OP-214	standby	441.3	56.1	1722	12.7	0	blank	Standby, awaiting next planting schedule.
TL0015	irrigator	11.8	false	Valley	EQ-115	7000 Series	VLY-7000-7014	2024-01-28T10:13:11Z	35.46756	-97.51643	F-OK	OP-215	active	278.9	57.6	986	7.6	1.7	blank	Irrigator moving, cycle in progress.
TL0016	tractor	13	false	John Deere	EQ-116	X950R	JD-X950R-1002	2024-02-01T09:15:04Z	40.71278	-74.00594	F-NJ	OP-216	active	384.9	67.2	1858	33.8	18.6	blank	Field tilling, normal performance.
TL0017	harvester	12.2	true	Case IH	EQ-117	Axial-Flow 6140	CIH-6140-8713	2024-02-02T11:29:46Z	60.47202	8.468946	F-NOR	OP-217	error	1940.2	2.1	2180	17.9	0	E101:LowFuel	Low fuel error, harvester stopped.
TL0018	sprayer	13.6	false	Jacto	EQ-118	Uniport 3030	JC-UP3030-0022	2024-02-04T06:39:17Z	-34.60372	-58.38162	F-ARG	OP-218	active	215.7	88.9	1261	29.6	16.2	blank	Sprayer operating, good tank pressure.
TL0019	planter	12.9	false	Kinze	EQ-119	4905	KN-4905-2025	2024-02-06T14:54:32Z	41.87811	-87.6298	F-IL	OP-219	active	385.6	61.4	1792	30.2	12.1	blank	Planting corn, good operating conditions.
TL0020	irrigator	11.4	false	Rain Bird	EQ-120	ESP-LXME	RB-LXME-9008	2024-02-07T09:03:01Z	29.76043	-95.3698	F-TX2	OP-220	standby	78.2	60	844	6.8	0	blank	Standby mode, awaiting water command.

What the 200 rows show

from the 200-row sample

Other (equipment type) stands out: mean battery_voltage is 0.0, against 12.6 for the rest.

26%maintenance_required = true
12.4median battery_voltage
5operating modes
20models
300.3median engine_hours
57.4median fuel_level

Mean battery_voltage by equipment_type200 rows

battery_voltage200 rows, in bands of 2

Median 12.4, from 0.0 to 14.1.

manufacturer184 rows with a value · 16 left blank

John Deere28
Valley19
Mahindra15
Rain Bird15
Sonalika14
AGCO13
Fendt12
Case IH12
Jacto12
Hardi12

21 columns by typefrom the column list below

string 11
float 8
datetime 1
boolean 1

Columns

21 columns in four groups

blueprint · 21 columns
column	type	description	example
Text 11 columns
`telemetry_id`	string	Unique identifier for each telemetry log entryunique	TL0001
`equipment_id`	string	Unique identifier for the piece of farm equipment	EQ-101
`equipment_type`	string	Type of equipment (e.g., tractor, harvester, sprayer)6 values	tractor
`manufacturer`	string	Manufacturer of the equipmentoptional	John Deere
`model`	string	Model name or number of the equipmentoptional	X950R
`serial_number`	string	Manufacturer-assigned serial number for the equipmentoptional	JD-X950R-1001
`field_id`	string	Identifier for the field or plot where the equipment is operatingoptional	F-US1
`operator_id`	string	Identifier for the operator using the equipmentoptional	OP-201
`operating_mode`	string	Current operating mode of the equipment (e.g., idle, active, maintenance)idle · active · maintenance · error · standby	active
`error_code`	string	Error or fault code reported by the equipment, if anyoptional	MAIN401:Scheduled
`notes`	string	Additional notes or comments related to the telemetry entryoptional	Idle test at GPS origin.
Numbers 8 columns
`latitude`	float	GPS latitude coordinate of the equipment at the time of logging-90 to 90 · optional	36.889002
`longitude`	float	GPS longitude coordinate of the equipment at the time of logging-180 to 180 · optional	-96.2211
`engine_hours`	float	Total engine operating hours at the time of logging0 or more · optional	350.6
`fuel_level`	float	Current fuel level as a percentage (0-100)0 to 100 · optional	83.8
`battery_voltage`	float	Current battery voltage reading0 or more · optional	13.2
`hydraulic_pressure`	float	Hydraulic system pressure reading in PSI0 or more · optional	1807
`temperature`	float	Ambient or engine temperature in degrees Celsiusoptional	35.2
`speed`	float	Current speed of the equipment in km/h0 or more · optional	19.8
Dates and times 1 column
`timestamp`	datetime	Date and time when the telemetry data was recorded	2024-01-08T09:13:27Z
True or false 1 column
`maintenance_required`	boolean	Indicates if maintenance is required based on telemetry dataoptional	false

Use it for

An agriculture dashboard
The maintenance_required rate, battery_voltage by equipment_type and a breakdown of manufacturer. Excel, Power BI or Tableau.
Why do the 16 other rows have a mean battery_voltage of 0.0?
A root-cause class exercise
Hand out the rows and one question. The answer is in the data, not in the brief.
Telemetries200
TL000113.2tractor
TL000211.9harvester
TL000712.1harvester
A software demo
Believable telemetries with equipment_id, equipment_type and manufacturer to fill a screen in front of a buyer.

This dataset200 rows21 columns

Yours1,000 rows21 columns

blueprint · agritech-equipment-telemetry-dataset

Behind this dataset

Same schema. As many rows as you need.

These 200 rows came out of a blueprint — 21 columns with generation rules behind each one. Open it in Data Factory to retune a column, add your own, wire in foreign keys, and run it at the size you actually need.

Rules it was built with

Equipment type: tractor, sprayer, harvester
Telemetry interval: 10-60 minutes
Operating hours per day capped at 16
Error codes injected at 3% rate

Rows1,000 rows10,000 rows100,000 rows1,000,000 rows

Open the blueprint in Data Factory

1 credit per row. Preview 20 rows free. Buy rows for the full run.

Exports: CSV, JSON, JSONL, Parquet, SQL, Excel, TSV, XML
Licence: yours to use, including commercially
API slug: agritech-equipment-telemetry-dataset

What should your data show?

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Sample rows

What the 200 rows show

Columns

Use it for

An agriculture dashboard

A root-cause class exercise

A software demo

Make it yours.

Same schema. As many rows as you need.

More in Agriculture

What should your data show?