Agriculture datasets

Crop yields, weather patterns, farm management

89 ready-made datasets
8 formats, Excel to Parquet
First download free

What the 89 cover1 square = 1 dataset

Traceability & supply23
Crops, pests & livestock22
Water & irrigation20
Sensors & equipment15
Carbon & biodiversity9

Grouped by dataset title and tags.

Showing all 24 on this page

Traceability & supply

Agri Cooperative Supply Chain Risk Signals

AI-powered risk signals for rural agricultural cooperatives

This dataset provides granular, AI-powered risk signals for rural agricultural cooperatives, covering weather disruptions, logistics issues, supplier delays, and market shocks. Each record includes risk probability, severity, expected impact, and actionable recommendations, enabling small operators to proactively manage supply chain vulnerabilities and optimize procurement. Ideal for risk analytics, supply chain optimization, and early warning systems.

22 cols

cooperative_name
risk_category
risk_subtype
risk_severity
+18

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cooperative_name: Green Valley Farmers
risk_category: weather
risk_subtype: drought

Water & irrigation

Smart Farm Water Use Efficiency

Event-level records of water usage across smart farms equipped with IoT sensors

This dataset provides granular, event-level records of water usage across smart farms equipped with IoT sensors. It includes detailed information on irrigation events, crop types, sensor readings, and compliance with sustainability goals, enabling advanced benchmarking, efficiency analysis, and regulatory reporting for precision agriculture.

22 cols

farm_name
water_volume_liters
water_source
efficiency_score
+18

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farm_name: Green Valley Farms
water_volume_liters: 3800.5
water_source: well

Water & irrigation

Remote Irrigation IoT Logs

Operational logs from networked agricultural IoT devices used in remote irrigation

This dataset provides granular operational logs from networked agricultural IoT devices used in remote irrigation systems. It includes device metadata, event types, sensor readings, water usage statistics, and anomaly reports, enabling advanced analytics for optimizing irrigation, detecting faults, and supporting sustainable water management. Ideal for AI/ML teams seeking actionable insights into smart agriculture operations.

21 cols

irrigation_duration_sec
device_type
event_type
status
+17

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device_type: soil_sensor
event_type: sensor_reading
status: normal

Traceability & supply

Farm-to-Store Produce Traceability Log

Traceability logs for fresh produce

This dataset provides comprehensive traceability logs for fresh produce, detailing its journey from small farms to retail stores. It includes batch-level data, transport conditions, quality assessments, and recall flags, enabling agri-tech startups and supply chain analysts to ensure food safety compliance, optimize logistics, and rapidly identify supply chain gaps.

31 cols

produce_type
produce_variety
farm_name
store_name
+27

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produce_type: Tomato
produce_variety: Roma
farm_name: Green Valley Farms

Sensors & equipment

Agri IoT Sensor Security Audit Log

Authentication attempts, anomaly detections, compliance checks

This dataset provides detailed security audit logs from distributed agriculture IoT sensor networks, including authentication attempts, anomaly detections, compliance checks, and remediation actions. It enables AgTech startups and IoT security teams to benchmark device security, detect vulnerabilities, and ensure regulatory compliance across smart farming deployments. Rich contextual fields support advanced analytics for threat detection and compliance reporting.

18 cols

device_type
device_location_latitude
device_location_longitude
event_type
+14

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device_type: soil-moisture
device_location_latitude: 34.2321
device_location_longitude: -118.4914

Crops, pests & livestock

Soil Sensor Mesh IoT Readings

Timestamped, geo-tagged readings from a distributed mesh of IoT soil sensors, capturing

This dataset contains timestamped, geo-tagged readings from a distributed mesh of IoT soil sensors, capturing moisture, temperature, and nutrient levels for precision agriculture. It enables spatial and temporal analysis of soil health, supporting irrigation optimization, crop management, and agritech research. Sensor metadata such as battery and signal strength facilitate device monitoring and data quality assurance.

14 cols

soil_moisture
soil_temperature
soil_nitrogen
soil_phosphorus
+10

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soil_moisture: 38.5
soil_temperature: 22.1
soil_nitrogen: 32.5

Traceability & supply

Farm-to-Market Produce Trace Log

End-to-end traceability for agricultural produce

This dataset provides end-to-end traceability for agricultural produce, capturing every stage from harvest at the farm, through distribution nodes, to final market delivery. It includes detailed location, timing, quality, and compliance data, enabling stakeholders to monitor supply chain transparency, identify bottlenecks, and ensure food safety and regulatory compliance.

42 cols

produce_type
farm_name
market_name
arrival_at_market
+38

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produce_type: Tomato
farm_name: Sunrise Valley Farms
market_name: FreshMart Downtown

Carbon & biodiversity

Farm Equipment Carbon Footprint Log

Farm equipment operations, tracking carbon emissions by activity

This dataset provides detailed logs of farm equipment operations, tracking carbon emissions by activity, equipment type, and seasonal factors. It enables ag-tech startups and precision agriculture managers to analyze sustainability efforts, optimize asset usage, and support robust ESG reporting with granular, actionable data.

15 cols

equipment_type
operation_start_time
operation_end_time
operational_hours
+11

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equipment_type: tractor
operational_hours: 2.5
activity_type: tilling

Traceability & supply

IoT Crop Storage Temperature Log

Temperature and humidity readings from IoT sensors across agricultural crop storage

This dataset provides granular, time-stamped temperature and humidity readings from IoT sensors across agricultural crop storage facilities. It supports real-time monitoring, anomaly detection, and compliance tracking, enabling supply chain managers to prevent spoilage, optimize energy use, and ensure food safety. The inclusion of alert and compliance flags makes it ideal for predictive analytics and regulatory reporting.

14 cols

temperature_celsius
facility_name
zone
humidity_percent
+10

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temperature_celsius: 22.7
facility_name: Green Valley Storage
zone: north_wall

Traceability & supply

Farm-to-Store Crop Traceability Log

End-to-end traceability for crop batches from small farms to local stores

This dataset provides detailed, end-to-end traceability for crop batches from small farms to local stores, recording harvests, handling events, responsible parties, and delivery details. It enables food safety audits, recall management, and supply chain optimization, making it ideal for regulatory compliance, consumer transparency, and logistics analytics.

33 cols

crop_type
farm_name
store_name
traceability_status
+29

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crop_type: tomatoes
farm_name: Green Valley Farms
store_name: FreshMarket Downtown

Sensors & equipment

Farm Sensor Cybersecurity Event Logs

Event type, severity, network details, and response actions

This dataset logs detailed cybersecurity events detected by IoT sensors across multiple farms, including event type, severity, network details, and response actions. It enables agricultural technology teams and rural operations managers to monitor, analyze, and respond to security threats affecting smart farming devices, supporting proactive risk management and system resilience.

18 cols

farm_name
farm_location_latitude
farm_location_longitude
sensor_type
+14

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farm_name: Green Pastures
farm_location_latitude: 37.7211
farm_location_longitude: -120.8923

Traceability & supply

Regional Agri-Supply Resilience Dashboard

Region-level monitoring of agricultural supply chain resilience

This dataset provides granular, region-level monitoring of agricultural supply chain resilience, capturing disruption signals across inputs, logistics, and distribution channels. It enables stakeholders to assess food security risks, identify critical causes, and track mitigation actions for proactive planning and operational optimization in dynamic environments.

16 cols

overall_resilience_score
input_disruption_signal
logistics_disruption_signal
distribution_disruption_signal
+12

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overall_resilience_score: 72.6
input_disruption_signal: 8.2
logistics_disruption_signal: 12.4

Water & irrigation

Crop Irrigation Sensor Schedule

Real-time irrigation scheduling information for agricultural fields

This dataset provides comprehensive, real-time irrigation scheduling information for agricultural fields, integrating sensor readings, crop details, and actionable recommendations to optimize water usage. Designed for agritech startups and farm managers, it enables automated, data-driven irrigation management to boost crop yields and reduce waste. The dataset supports advanced analytics, operational monitoring, and precision agriculture initiatives.

17 cols

sensor_type
sensor_reading
scheduled_irrigation_start
scheduled_irrigation_end
+13

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sensor_type: soil-moisture
sensor_reading: 21.7
scheduled_irrigation_start: 2024-05-02T08:00:00

Traceability & supplyTop 10 most opened

Agri-Food Blockchain Traceability Log

Event-level log of agricultural product movements

This dataset provides a comprehensive, event-level log of agricultural product movements and transformations across the supply chain, secured by blockchain technology. It enables supply chain managers, auditors, and regulators to verify product authenticity, trace disruptions, and ensure compliance with food safety and sustainability standards. Each record links product batches, actors, locations, and certifications for robust end-to-end traceability.

20 cols

blockchain_tx_hash
event_type
actor_role
location_name
+16

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event_type: harvest
actor_role: farmer
location_name: Yakima Valley Orchard

Crops, pests & livestock

Agritech Crop Yield Prediction Logs

AI-driven crop yield predictions, integrating sensor readings

This dataset provides detailed logs of AI-driven crop yield predictions, integrating sensor readings, climate variables, operational inputs, and model metadata for each farm and field. It enables agritech startups and researchers to benchmark prediction accuracy, optimize resource allocation, and refine forecasting models for sustainable agriculture at scale.

23 cols

crop_type
predicted_yield_kg_per_hectare
actual_yield_kg_per_hectare
prediction_error_kg_per_hectare
+19

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crop_type: wheat
predicted_yield_kg_per_hectare: 5295
actual_yield_kg_per_hectare: 5100

Traceability & supply

Agri-Supply Chain Disruption Tracker

Incident causes, impact levels, affected products, and resolution actions

This dataset provides detailed tracking of agricultural supply chain disruptions, including incident causes, impact levels, affected products, and resolution actions. It is designed to help agri-tech startups and SME farmers identify vulnerabilities, monitor risks, and plan effective mitigation strategies. The dataset supports regional analysis, trend identification, and operational resilience for agricultural supply chains.

20 cols

supply_chain_stage
disruption_type
reported_by
reporter_type
+16

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supply_chain_stage: production
disruption_type: weather event
reported_by: GreenFields Cooperative

Carbon & biodiversity

Agricultural Supply Chain Carbon Tracker

Step-by-step carbon emission records for agricultural supply chains

This dataset provides detailed, step-by-step carbon emission records for agricultural supply chains, covering activities from farm production to distribution. It enables small and medium agribusinesses to identify emission hotspots, benchmark sustainability efforts, and streamline ESG reporting, supporting actionable insights for operational leaders seeking to lower their carbon footprint.

25 cols

supply_chain_step
business_name
activity_type
emission_source
+21

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supply_chain_step: farm_production
business_name: GreenHarvest Farms Ltd.
activity_type: fertilizer application

Sensors & equipment

Remote Farm Worker Attendance Log

Check-in/out times, hours worked, tasks completed, and reasons for absence

This dataset records daily attendance and productivity metrics for remote farm workers across distributed agricultural sites, including check-in/out times, hours worked, tasks completed, and reasons for absence. It enables agritech startups and farm managers to monitor workforce allocation, identify absenteeism trends, and optimize labor efficiency for sustainable farm management. The dataset is ideal for operational analytics, resource planning, and sustainability reporting.

19 cols

worker_name
hours_worked
attendance_date
site_name
+15

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worker_name: Maria Sanchez
hours_worked: 8.3
site_name: Green Valley Farm

Sensors & equipment

Farm IoT Sensor Failure Logs

IoT sensor failures across agricultural farms, detailing device types

This dataset provides granular logs of IoT sensor failures across agricultural farms, detailing device types, failure categories, downtime, resolution actions, and environmental context. It is designed to support predictive maintenance, minimize operational disruptions, and guide technology investments for sustainable farming. The schema enables startups and farm operators to analyze patterns, optimize sensor reliability, and improve farm data collection consistency.

19 cols

farm_name
failure_datetime
failure_type
failure_severity
+15

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farm_name: River Valley Farms
failure_type: hardware
failure_severity: major

Traceability & supply

Farm-to-Market Crop Traceability

Detailed route, timing, environmental conditions, spoilage tracking

This dataset provides comprehensive traceability for perishable crop shipments from farm to market, including detailed route, timing, environmental conditions, spoilage tracking, and compliance with food safety and sustainability standards. It empowers agri-tech startups and logistics teams to optimize supply chains, minimize spoilage, and fulfill ESG reporting requirements.

35 cols

crop_type
crop_variety
farm_name
quantity_kg
+31

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crop_type: lettuce
crop_variety: Iceberg
farm_name: Green Valley Farms

Water & irrigationTop 10 most opened

Smart Irrigation Sensor Analytics

Logs from smart irrigation sensors deployed across agricultural farms

This dataset provides detailed, time-stamped logs from smart irrigation sensors deployed across agricultural farms. It captures water usage, system uptime, environmental conditions, sustainability scores, and compliance flags, enabling precision farming, operational efficiency analysis, and regulatory reporting. The dataset supports granular monitoring and optimization of irrigation practices for sustainable agriculture.

15 cols

irrigation_status
water_usage_liters
system_uptime_seconds
energy_consumption_kwh
+11

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irrigation_status: running
water_usage_liters: 1820.4
system_uptime_seconds: 78000

Carbon & biodiversity

Greenhouse IoT Climate Control Logs

Environmental sensor readings, device statuses, and operational triggers

This dataset provides detailed, time-stamped logs of greenhouse climate control activities, including environmental sensor readings, device statuses, and operational triggers. Designed for agtech startups and small farms, it enables advanced analytics for yield optimization, sustainability tracking, and supply chain resilience. The comprehensive structure supports automation, ESG reporting, and real-time monitoring.

15 cols

sensor_type
sensor_reading
reading_unit
device_type
+11

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sensor_type: temperature
sensor_reading: 22.7
reading_unit: C

Water & irrigation

Urban Farm Water Efficiency Monitor

Detailed farm location, crop type, irrigation events, and system status

This dataset provides daily water usage and efficiency metrics for urban farms equipped with smart irrigation systems, including detailed farm location, crop type, irrigation events, and system status. It enables sustainability managers and agritech developers to analyze consumption patterns, identify water waste, and optimize irrigation schedules for improved ESG reporting and resource management.

19 cols

farm_name
farm_location_street
total_water_used_liters
water_efficiency_ratio
+15

Open in factory

farm_name: GreenSprout Gardens
farm_location_street: 425 Elm St
total_water_used_liters: 1200.5

Traceability & supply

Agricultural Product Traceability Records

End-to-end traceability for agricultural products

This dataset provides end-to-end traceability for agricultural products, capturing detailed records from farm origin, harvest, and processing, to final delivery. It supports compliance, safety, and sustainability reporting, making it invaluable for agtech startups and local farms seeking transparency and optimization in fresh produce supply chains.

31 cols

product_name
crop_type
batch_number
farm_name
+27

Open in factory

product_name: Roma Tomato
crop_type: Solanum lycopersicum
batch_number: RT2024-001

What’s inside. Column by column.

Columns and codes found in the sample rows of all 89 agriculture datasets.

Most common columnsDatasets, of 89

farm_id37
crop_type35
field_id28
sensor_id27
farm_name26
log_id19
harvest_date14
operator_id14
farm_city12

Standard codes in the sample rowsDatasets, of 89

ISO 3166 countries35

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Irrigated +40%
Real soil types
3% missing rainfall

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Wheat yield (t/ha) by irrigation

Sample rows for: Field records for 400 farms, where irrigated fields yield 40% more wheat, with real soil types and 3% of rainfall values missing.
irrigated	soil_type	rainfall_mm	yield_t_ha
yes	Clay loam	612	9.8
no	Sandy loam	580	6.9
yes	Silt	—	10.2
no	Chalk	640	7.1

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