Data — Petrabytes
Platform / Data

The data that runs energy —
understood natively.

Generic platforms store scientific data. PIEScale understands it — parsing SEG-Y, LAS, DLIS, WITSML, and DTS/DAS natively, validating against domain rules, and serving it to engineers and AI agents in a form they can actually use.

Scientific Data Formats

Every format energy data comes in. Understood natively, not converted first.

Most platforms require data to be converted to CSV or Parquet before they can process it. PIEScale has dedicated parsers for every major scientific data format — no conversion detour, no information lost in translation.

Seismic

Seismic Data

Native SEG-Y parsing with deep header scanning — textual and binary headers, inline/crossline geometry, sample interval validation, and QC scoring before ingestion begins.

SEG-YSEG-DSPSSeismic Sub-projects
Well Logs

Well Log Data

LAS, DLIS, and LIS parsed with curve-level validation — mnemonics, units, depth references, and null values checked against domain rules before the log is accepted.

LASDLISLISWell Digitization
Subsurface

Subsurface & Reservoir

Reservoir grids, horizons, faults, and geomechanical models — connected to the wells, completions, and production data they were derived from.

RESQMLPRODMLWITSMLOSDU
Real-Time & Sensing

Sensor & Real-Time Data

DTS, DAS, VSP, and microseismic data processed via RTSS — Petrabytes' extension of RTDIP for real-time energy data, contributed back to the OSDU standard.

DTSDASVSPMicroseismicRTSS
Geospatial

Geospatial & GIS

Well locations, field boundaries, pipeline routes, and basin polygons — connected to the subsurface and production data that belongs to them.

GeoJSONShapefileNetCDFKML
Operational

Operational & Production

OSI PI, SCADA, historian, and production allocation data connected to the subsurface and engineering data that gives it context.

OSI PISCADAHistorianAVEVA
Asset Lifecycle

Every engineering discipline. The full asset lifecycle.

PIEScale covers data across every stage — from first exploration survey to long-term production monitoring — connecting the disciplines that usually work in silos.

01

Exploration

Basin analysis, seismic acquisition

SEG-YGeoJSONRESQML
02

Drilling

Well design, trajectory, mud logs

WITSMLLASDLIS
03

Completions

Perforations, stimulation, fracs

PRODMLWITSML
04

Production

Allocation, artificial lift, decline

OSI PISCADAPRODML
05

Monitoring

DTS, DAS, microseismic, CCUS

DTSDASRTSS
Well Log Digitization

AI converts scanned paper well logs into digital LAS curves — recovering data from archives that predate digital recording entirely.

Source Data Quality

Deep header and data scans on raw files before processing begins — avoiding costly transformation of data that has issues at the source.

OSDU Contributor

Petrabytes contributed the Sensing Data standard back to OSDU — real-time streaming for DTS/DAS data as an open standard, supported by Shell & Chevron.

Where to Go Next

See the platform or get it delivered.

PIEScale Platform

See how PIEScale IQ ingests and governs these formats, and how PIELake stores them as the AI-ready scientific data foundation.

Explore PIEScale

Subsurface Data Modernization

The scoped use case for migrating legacy scientific data archives into a governed, OSDU-compliant foundation.

See Use Case
Start With Your Data

Tell us your formats.
We'll show you the fit.

A 30-minute discovery call grounded in your actual scientific data — the formats, volumes, and systems you're working with today.