SCADA Real-Time Telemetry and Measurements
This dataset provides granular, real-time SCADA telemetry and measurement data from electrical grid operations, including voltage, current, frequency, power flow, transformer loading, and circuit breaker status across substations and equipment. Designed for high-frequency monitoring and analytics, it enables advanced grid reliability analysis, anomaly detection, and operational optimization for energy utilities and researchers.
Sample rows
preview · 8 of 150 rows · all 14 columns| measurement_idstring | equipment_typestring | valuefloat | statusboolean | phasestring | timestampdatetime | station_idstring | station_namestring | equipment_idstring | measurement_typestring | unitstring | quality_flagstring | source_systemstring | remarksstring |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| M00001 | transformer | 121.3 | blank | A | 2024-06-15T08:25:07Z | ST001 | Central Grid | TR1001 | voltage | V | good | SCADA_X | blank |
| M00002 | breaker | 1 | true | blank | 2024-06-15T08:25:10Z | ST002 | Western Substation | BR2001 | breaker_status | boolean | good | SCADA_Y | Breaker closed, normal operation |
| M00003 | feeder | 97.8 | blank | AB | 2024-06-15T08:25:15Z | ST003 | Remote Solar | FD3001 | current | A | good | SCADA_X | blank |
| M00004 | transformer | 119.5 | blank | B | 2024-06-15T08:25:19Z | ST001 | Central Grid | TR1001 | voltage | V | good | SCADA_Y | blank |
| M00005 | line | 5.17 | blank | CA | 2024-06-15T08:25:21Z | ST004 | East Wind | LN4001 | power_flow | MW | good | TELEM_F | blank |
| M00006 | busbar | 49.98 | blank | total | 2024-06-15T08:25:24Z | ST005 | North Hydro | BS5001 | frequency | Hz | good | SCADA_X | blank |
| M00007 | breaker | 0 | false | blank | 2024-06-15T08:25:27Z | ST002 | Western Substation | BR2001 | breaker_status | boolean | good | SCADA_Y | Breaker opened for maintenance |
| M00008 | transformer | 101.2 | blank | total | 2024-06-15T08:25:31Z | ST006 | South Distribution | TR1002 | transformer_loading | % | good | SCADA_Z | blank |
| M00009 | feeder | 0 | blank | C | 2024-06-15T08:25:35Z | ST007 | River Valley | FD3002 | current | A | suspect | SCADA_Y | Zero reading, possible sensor issue |
| M00010 | transformer | 132.1 | blank | total | 2024-06-15T08:25:37Z | ST008 | Metro Core | TR1003 | voltage | V | good | SCADA_X | blank |
| M00011 | breaker | 1 | true | blank | 2024-06-15T08:25:41Z | ST009 | Industrial Park | BR2002 | breaker_status | boolean | good | TELEM_S | Breaker closed after routine check |
| M00012 | line | 0.01 | blank | AB | 2024-06-15T08:25:46Z | ST010 | Airport Substation | LN4002 | power_flow | MW | bad | SCADA_X | Minimal flow, check line integrity |
| M00013 | transformer | 0 | blank | N | 2024-06-15T08:25:51Z | ST011 | Harbor Point | TR1004 | voltage | V | missing | blank | No voltage, transformer out of service |
| M00014 | busbar | 60.01 | blank | total | 2024-06-15T08:25:55Z | ST012 | Hilltop Grid | BS5002 | frequency | Hz | suspect | SCADA_Y | Frequency slightly above normal |
| M00015 | feeder | 249.7 | blank | BC | 2024-06-15T08:25:57Z | ST013 | Remote Wind | FD3003 | current | A | good | SCADA_Z | blank |
| M00016 | line | 10 | blank | total | 2024-06-15T08:26:01Z | ST014 | Greenfield | LN4003 | power_flow | MW | good | SCADA_X | Peak demand observed |
| M00017 | transformer | 134.4 | blank | C | 2024-06-15T08:26:05Z | ST015 | Lakeside Substation | TR1005 | voltage | V | good | SCADA_Y | High voltage phase C |
| M00018 | other | -12.5 | blank | blank | 2024-06-15T08:26:09Z | ST016 | Urban Solar Farm | OT6001 | analog_point | other | bad | TELEM_S | Negative analog value, recalibration needed |
| M00019 | breaker | 1 | true | blank | 2024-06-15T08:26:13Z | ST017 | Downtown | BR2003 | breaker_status | boolean | good | SCADA_X | Breaker closed |
| M00020 | transformer | 243.1 | blank | B | 2024-06-15T08:26:17Z | ST018 | Central Grid | TR1006 | voltage | V | suspect | SCADA_Y | Voltage spike, investigate source |
What the 150 rows show
from the 150-row sampleLine (equipment type) stands out: mean value is 1,443, against 65.2 for the rest.
- 60%status = true
- 8.3median value
- 4quality flags
- 5source systems
- 7units
- 8measurement types
Median 8.3, from -12.5 to 10,000.
- string 11
- float 1
- datetime 1
- boolean 1
Columns
14 columns in four groups| column | type | description | example |
|---|---|---|---|
| Text 11 columns | |||
measurement_id | string | Unique identifier for each SCADA measurement recordunique | M00001 |
station_id | string | Identifier for the substation or grid location where the measurement was taken | ST001 |
station_name | string | Human-readable name of the substation or grid locationoptional | Central Grid |
equipment_id | string | Unique identifier for the equipment (e.g., transformer, breaker, line) being measured | TR1001 |
equipment_type | string | Type of equipment (e.g., transformer, breaker, feeder, busbar, line)6 values | transformer |
measurement_type | string | Type of measurement (e.g., voltage, current, frequency, power_flow, transformer_loading, breaker_status, analog_point, digital_point)8 values | voltage |
phase | string | Electrical phase associated with the measurement (e.g., A, B, C, N, AB, BC, CA, total, or blank if not applicable)9 values · optional | A |
unit | string | Unit of the measured value (e.g., V, A, Hz, MW, MVA, %, boolean, count)9 values | V |
quality_flag | string | Indicator of measurement quality (e.g., good, suspect, bad, missing)good · suspect · bad · missing · · optional | good |
source_system | string | SCADA or telemetry system source identifier5 systems · optional | SCADA_X |
remarks | string | Additional notes or comments about the measurementoptional | Peak demand observed |
| Numbers 1 column | |||
value | float | Measured value (units depend on measurement_type, e.g., volts, amps, Hz, MW, MVA, boolean for status) | 121.3 |
| Dates and times 1 column | |||
timestamp | datetime | Date and time when the measurement was recorded (UTC recommended) | 2024-06-15T08:25:07Z |
| True or false 1 column | |||
status | boolean | Status for digital/binary points (e.g., breaker open/closed, alarm on/off); true for active/closed/on, false for inactive/open/off; null if not applicableoptional | true |
Use it for
An energy dashboard
The status rate, value by equipment_
type and a breakdown of phase. Excel, Power BI or Tableau. Why do the 21 line rows have a mean value of 1,443?
A root-cause class exercise
Hand out the rows and one question. The answer is in the data, not in the brief.
- Measurements150M000021breakerM000070breakerM000111breaker
A software demo
Believable measurements with timestamp, station_
id and station_ name to fill a screen in front of a buyer.
This dataset150 rows14 columns
Yours10,000 rows14 columns
blueprint · scada-real-time-telemetry-and-measurements
Behind this dataset
Same schema. As many rows as you need.
These 150 rows came out of a blueprint — 14 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
- Point ID unique per measurement point
- Timestamp with millisecond precision
- Measurement type: analog (voltage, current, MW, MVAR) or digital (breaker status)
- Voltage measurements: transmission (115kV-765kV), distribution (4kV-69kV)
- Current in amperes with CT ratio applied
- Frequency nominal 60Hz (North America) or 50Hz (Europe/Asia)
- Power flow: active (MW) and reactive (MVAR)
- Quality flags: good, questionable, failed, manually entered
Open the blueprint in Data Factory
1 credit per row. New accounts start with 25 free credits.
- Exports
- CSV, JSON, JSONL, Parquet, SQL, Excel, TSV, XML
- Licence
- yours to use, including commercially
- API slug
- scada-real-time-telemetry-and-measurements