Manufacturing datasets

Production data, quality control, machinery logs

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

What the 91 cover1 square = 1 dataset

Suppliers & supply chain23
Energy, water & emissions21
Quality & production17
Maintenance & downtime16
Factory sensors & security13
Everything else1

Grouped by dataset title and tags.

Showing all 24 on this page

Factory sensors & security

Manufacturing IoT Equipment Health Logs

Operational metrics, status flags, and contextual data such as location

This dataset offers detailed, time-stamped IoT sensor logs for manufacturing equipment, including operational metrics, status flags, and contextual data such as location and operator. It is ideal for predictive maintenance, real-time equipment monitoring, and supply chain optimization, enabling manufacturers to minimize downtime and improve operational efficiency.

15 cols

equipment_type
location
temperature_celsius
vibration_level
+11

Open in factory

equipment_type: CNC
location: Line A - Station 1
temperature_celsius: 65.2

Factory sensors & security

Factory IoT Parts Traceability

Event-level traceability for factory parts using IoT sensor data

This dataset provides detailed, event-level traceability for factory parts using IoT sensor data, capturing every stage of production, operator actions, and compliance status. It enables manufacturers to monitor supply chain transparency, manage recalls efficiently, and comply with traceability regulations, supporting risk analysis and operational optimization.

18 cols

part_type
serial_number
production_stage
sensor_type
+14

Open in factory

part_type: gearbox
serial_number: SN0000001
production_stage: assembly

Energy, water & emissions

Manufacturing ESG Initiative Impact Data

Project types, facility locations, impact metrics (carbon abatement

This dataset provides detailed records of manufacturing ESG initiatives, including project types, facility locations, impact metrics (carbon abatement, energy savings, employee engagement), financials, and compliance frameworks. It enables operations managers to benchmark sustainability efforts, track ROI, and support regulatory and internal ESG reporting for continuous improvement.

23 cols

initiative_name
initiative_type
impact_summary
facility_name
+19

Open in factory

initiative_name: LED Lighting Upgrade
initiative_type: energy efficiency
facility_name: Green Valley Plant

Manufacturing

Manufacturing Remote Shift Performance Tracker

Productivity metrics, attendance, compliance, equipment usage

This dataset provides granular tracking of remote manufacturing shift performance, including productivity metrics, attendance, compliance, equipment usage, and shift exceptions. It enables operations managers to optimize remote workforce strategies, monitor process adherence, and identify areas for improvement in remote manufacturing environments.

19 cols

shift_start_time
shift_end_time
shift_exceptions
remote_tools_used
+15

Open in factory

remote_tools_used: Teams,Zoom
employee_name: Jenna Morales
department: Assembly Line A

Energy, water & emissions

Factory Carbon Emissions Tracker

Monthly, asset-level carbon emissions data across multiple factories

This dataset provides monthly, asset-level carbon emissions data across multiple factories and production lines, supporting detailed analysis, regulatory compliance, and sustainability benchmarking in manufacturing operations. It enables identification of high-emission assets, tracks energy consumption, and flags compliance issues, empowering data-driven environmental improvements.

18 cols

factory_name
factory_location_street
emission_month
carbon_emission_tonnes
+14

Open in factory

factory_name: Northgate Manufacturing
factory_location_street: 12 Industrial Ave
emission_month: 2023-03-01

Maintenance & downtime

AI Maintenance Incident Audit Log

Auditable logs of AI-driven maintenance incidents for manufacturing assets

This dataset provides detailed, auditable logs of AI-driven maintenance incidents for manufacturing assets, capturing incident detection, AI recommendations, operational responses, compliance status, and audit reviews. It enables SMEs and operational teams to monitor predictive maintenance effectiveness, ensure regulatory compliance, and drive continuous process improvement through actionable insights.

19 cols

incident_datetime
incident_type
incident_severity
audit_datetime
+15

Open in factory

incident_type: predictive
incident_severity: medium
asset_type: conveyor

Maintenance & downtime

Factory IoT Sensor Fault Logs

Fault codes, severity, sensor readings, environmental conditions

This dataset provides detailed logs of IoT sensor faults in manufacturing environments, including fault codes, severity, sensor readings, environmental conditions, and maintenance actions. It enables anomaly detection, predictive maintenance, and operational efficiency analysis by offering rich contextual and event-driven data for each fault occurrence.

22 cols

sensor_type
fault_code
fault_status
sensor_reading_value
+18

Open in factory

sensor_type: temperature
fault_code: FC-TEMP-001
fault_status: resolved

Energy, water & emissions

Manufacturing IoT Energy Optimization Logs

Energy consumption and optimization events from IoT sensors across multiple

This dataset provides detailed logs of energy consumption and optimization events from IoT sensors across multiple manufacturing facilities. It includes facility, sensor, machine, and event details, enabling in-depth analysis of energy savings, operational efficiency, and sustainability outcomes. Ideal for identifying inefficiencies, benchmarking performance, and driving targeted energy reduction initiatives.

22 cols

energy_consumption_before
energy_consumption_after
optimization_type
optimization_trigger
+18

Open in factory

energy_consumption_before: 1150.75
energy_consumption_after: 1118.66
optimization_type: schedule_adjustment

Energy, water & emissions

Manufacturing Energy Efficiency Benchmark

Plant-level energy usage, output

This dataset provides detailed, plant-level energy usage, output, and benchmarked efficiency metrics for manufacturing facilities, enabling ESG managers and operations leads to identify sustainability gaps, cost-saving opportunities, and best practices for carbon reduction. It supports robust reporting, optimization, and compliance tracking for energy and environmental performance across manufacturing operations.

22 cols

energy_consumed_kwh
energy_cost_usd
energy_efficiency_metric
benchmark_efficiency_metric
+18

Open in factory

energy_consumed_kwh: 430120.5
energy_cost_usd: 41512.77
energy_efficiency_metric: 5.48

Suppliers & supply chain

Supplier Sustainability Scorecard Dataset

Detailed metrics on resource efficiency, waste management, carbon emissions

This dataset provides a comprehensive scorecard for evaluating supplier sustainability performance, including detailed metrics on resource efficiency, waste management, carbon emissions, water usage, and ethical labor standards. It enables manufacturing managers to benchmark suppliers, track ESG compliance, and make informed, environmentally responsible procurement decisions.

20 cols

supplier_name
resource_efficiency_score
waste_management_score
carbon_emissions_score
+16

Open in factory

supplier_name: EcoProcure Ltd
resource_efficiency_score: 82.3
waste_management_score: 76.5

Maintenance & downtime

Manufacturing Machine Failure Prediction

Timestamped sensor readings, operational statuses, maintenance logs

This dataset provides granular, timestamped sensor readings, operational statuses, maintenance logs, and event records for manufacturing equipment, enabling predictive failure modeling and operational optimization. It supports advanced analytics for uptime, maintenance scheduling, and ESG compliance, making it invaluable for operations directors and R&D teams seeking to maximize efficiency and sustainability.

18 cols

machine_type
failure_event
failure_type
location
+14

Open in factory

machine_type: CNC_Lathe
failure_event: false
location: Section_A_North

Suppliers & supply chain

Supplier Emissions Tracking Dataset

Scope breakdowns, ESG compliance status, and certification details

This dataset provides detailed, period-based CO2e emissions data reported by manufacturing suppliers worldwide, including scope breakdowns, ESG compliance status, and certification details. It enables robust monitoring of supplier sustainability performance, supports regulatory and ESG reporting, and facilitates greener procurement decisions across supply chains.

22 cols

supplier_name
total_co2e_emissions
scope_1_emissions
scope_2_emissions
+18

Open in factory

supplier_name: GreenWorks Industries
total_co2e_emissions: 3250.5
scope_1_emissions: 1200

Factory sensors & security

ICS Cybersecurity Events and Intrusion Detection

Unauthorized access attempts, malware infections, configuration changes

This dataset provides detailed records of cybersecurity events and intrusion detection incidents within industrial control systems, including unauthorized access attempts, malware infections, configuration changes, and network anomalies. Each event is enriched with asset, network, user, and response details, enabling robust security monitoring, threat analysis, and compliance reporting for operational technology environments.

18 cols

event_type
event_datetime
severity
source_ip
+14

Open in factory

event_type: unauthorized_access
severity: critical
source_ip: 198.51.100.23

Maintenance & downtime

Equipment Maintenance

Equipment maintenance activities, detailing service dates

This dataset provides comprehensive logs of equipment maintenance activities, detailing service dates, technician information, replaced parts, associated costs, and future service schedules. It enables organizations to track asset reliability, optimize maintenance cycles, and analyze operational expenses for improved decision-making.

15 cols

asset_name
technician_name
parts_replaced
cost_labor
+11

Open in factory

asset_name: HVAC System Main Hall
technician_name: Maria Thompson
parts_replaced: Filter-A1001

Quality & production

Manufacturing Process Water Usage Logs

Volumes, sources, destinations, and compliance indicators

This dataset contains detailed, timestamped logs of water consumption and discharge events across manufacturing process stages and facilities, including volumes, sources, destinations, and compliance indicators. It enables sustainability and operations teams to monitor water efficiency, track regulatory compliance, and identify opportunities for waste reduction or process improvement.

14 cols

process_stage_name
water_volume_liters
water_quality_indicator
facility_name
+10

Open in factory

process_stage_name: Washing
water_volume_liters: 3850.5
facility_name: North Valley Plant

Suppliers & supply chain

Manufacturing Plant Supply Chain Bottlenecks

Workflow stages, root causes, impact severity, recurrence

This dataset provides detailed records of supply chain bottlenecks within manufacturing plants, including workflow stages, root causes, impact severity, recurrence, and resolution actions. It enables operational managers to visualize interruptions, analyze trends, and optimize throughput by identifying and resolving recurring issues. The data supports efficiency improvement, risk mitigation, and strategic decision-making in manufacturing operations.

27 cols

plant_name
plant_location_street
bottleneck_type
workflow_stage
+23

Open in factory

plant_name: Central Manufacturing
plant_location_street: 1200 Industrial Blvd
bottleneck_type: equipment-failure

Suppliers & supply chain

EV Battery Supply Chain Tracking

EV battery components across manufacturing, transport, usage, recycling

This dataset provides granular tracking of EV battery components across manufacturing, transport, usage, recycling, and reuse phases, with detailed location, timing, and sustainability metrics. It enables comprehensive analysis of circular supply chain efficiency, traceability, and ESG impacts for strategic planning and regulatory compliance in the electric vehicle industry.

40 cols

component_type
manufacturer_name
material_source_type
transport_mode
+36

Open in factory

component_type: cell
manufacturer_name: VoltCore Manufacturing
material_source_type: mined

Energy, water & emissions

Factory Energy Usage Optimization

Energy consumption, costs, and sustainability initiatives across multiple production

This dataset provides detailed records of energy consumption, costs, and sustainability initiatives across multiple production lines in manufacturing plants. It is designed to help operations leaders and sustainability managers identify inefficiencies, track energy reduction efforts, and support ESG compliance reporting, making it a valuable resource for optimizing energy usage and improving environmental performance.

26 cols

energy_consumed_kwh
energy_cost_usd
energy_source
initiative_energy_saved_kwh
+22

Open in factory

energy_consumed_kwh: 3400.5
energy_cost_usd: 612.09
energy_source: grid

Maintenance & downtime

Manufacturing IoT Predictive Maintenance

Operational status, issue forecasts, and recommended actions

This dataset provides granular, real-time sensor readings and predictive maintenance insights from manufacturing machinery, including operational status, issue forecasts, and recommended actions. It enables operations managers to proactively schedule maintenance, minimize unplanned downtime, and optimize supply chain resilience through data-driven decision-making.

18 cols

predicted_issue
maintenance_performed
scheduled_maintenance_date
last_maintenance_date
+14

Open in factory

location_name: Plant North
machine_type: Hydraulic Press X2
sensor_type: pressure

Energy, water & emissions

Factory Carbon Emissions Monitoring

Energy usage, production output, and ESG compliance indicators

This dataset provides granular, real-time carbon emission measurements for individual production lines within manufacturing facilities, including energy usage, production output, and ESG compliance indicators. It enables operations managers and sustainability teams to pinpoint emission hotspots, optimize processes, and ensure regulatory compliance for environmental reporting and green initiatives.

17 cols

factory_name
factory_location_street
carbon_emission_kg
emission_source_type
+13

Open in factory

factory_name: Omega Steelworks
factory_location_street: 420 Liberty Ave
carbon_emission_kg: 432.3

Quality & productionTop 10 most opened

Manufacturing Line Defect Counts

Shift-level defect counts for each product type and manufacturing line

This dataset provides detailed, shift-level defect counts for each product type and manufacturing line, enabling granular quality control analysis and predictive modeling. With fields for defect categories, production volumes, and calculated defect rates, it supports both operational monitoring and advanced AI-driven analytics to improve manufacturing processes.

9 cols

defect_type
defect_count
production_line
defect_rate
+5

Open in factory

defect_type: Surface
defect_count: 3
production_line: Line-1

Maintenance & downtimeTop 10 most opened

Industrial Equipment Downtime Logs

Timestamps, causes, maintenance actions, and impact metrics such as cost

This dataset contains detailed logs of downtime events for critical manufacturing equipment, including timestamps, causes, maintenance actions, and impact metrics such as cost and production loss. It enables reliability analysis, maintenance optimization, and cost reduction strategies for manufacturing operations. The dataset is structured for easy integration with analytics platforms and supports granular tracking of equipment performance.

17 cols

equipment_name
equipment_type
downtime_start
downtime_end
+13

Open in factory

equipment_name: CNC Lathe A1
equipment_type: CNC machine
downtime_start: 2023-04-12T08:15:00

Factory sensors & security

Smart Factory Sensor Output Data

Machine, line, and factory identifiers, sensor types and values

This dataset contains detailed time-stamped sensor readings from advanced manufacturing lines, including machine, line, and factory identifiers, sensor types and values, operational statuses, and anomaly flags. It enables granular analysis for predictive maintenance, process optimization, and real-time anomaly detection, supporting data-driven manufacturing operations.

15 cols

sensor_type
sensor_unit
sensor_value
status
+11

Open in factory

sensor_type: temperature
sensor_unit: Celsius
sensor_value: 22.5

Factory sensors & security

IoT Sensor Anomaly Alerts

Sensor readings, anomaly types, severity levels, location data

This dataset provides detailed event logs of anomaly alerts generated by distributed IoT sensors, including sensor readings, anomaly types, severity levels, location data, and resolution status. It is ideal for predictive maintenance, security event detection, and operational analytics in environments with large-scale sensor deployments.

17 cols

sensor_type
anomaly_type
sensor_value
location_name
+13

Open in factory

sensor_type: temperature
anomaly_type: threshold_breach
sensor_value: 87.2

What’s inside. Column by column.

Columns and codes found in the sample rows of all 91 manufacturing datasets.

Most common columnsDatasets, of 91

supplier_id25
supplier_name24
operator_id23
machine_id17
compliance_status15
factory_id15
sensor_id15
log_id14
location12

Standard codes in the sample rowsDatasets, of 91

ISO 3166 countries35
ISO 4217 currencies2

Not quite what you need? Describe it.

One sentence in. A dataset with that pattern out.

Your sentence

Over 7 mm/s fails 5×
Real machine types
2% missing temperatures

Preview 20 rows freeNo signup. No card.

Failure rate by vibration (mm/s)

Sample rows for: Machine sensor readings where machines vibrating above 7 mm/s fail five times as often, with real machine types and 2% of temperatures missing.
machine	vibration_mm_s	temp_c	failed
CNC lathe	8.2	71.4	yes
Press brake	2.9	48.0	no
CNC mill	7.6	—	yes
Injection moulder	4.1	55.3	no

A pattern you asked for Everything else

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