One lake for every kind of data.

Business data and spatial data are usually kept apart. HASH brings them into one governed lakehouse, so a single question can span a contract, a land parcel and a satellite image.

01 · Data Lake

A governed lake for tables, files and documents.

Raw data lands untouched, is standardised, and is turned into analysis-ready products — each step logged and traceable.

  • Governed ingestion. Batch loads, change capture and streams share one framework. Adding a source is configuration, not a software build.
  • Bronze, silver, gold. Every source record is kept as received, then cleaned and matched, then shaped into agreed business definitions.
  • Quality with quarantine. Rules check completeness, validity and uniqueness. Failing records are held back and never reach gold.
  • Lineage to the report. See which sources and transformations produced any number, and the impact of a change before you make it.
Data Lake · Catalogue
Synthetic data
CatalogueQualityLineageAccess logAI-ready
142BronzeRaw, as received
96SilverStandardised, matched
41GoldAnalysis-ready
Catalogue 8 of 279 datasets
DatasetLayerOwnerClassQuality
● Asset registerGoldEngineeringInternal
98
● Field survey recordsSilverOperationsInternal
94
● Contract ledgerGoldProcurementConfidential
96
● Service requestsSilverCitizen servicesRestricted
89
◉ Land parcelsGoldRevenueInternal
93
◉ Utility networkSilverUtilitiesInternal
91
● Sensor readingsBronzeField ITInternal
78
◉ Imagery tilesBronzeGIS cellPublic
96
● Non-spatial   ◉ Spatial
Lineage Asset condition index
Field survey app
Bronze · raw records
Silver · standardised
Gold · condition index
Dashboard · API
Completeness 99Validity 96Uniqueness 98AI-ready
02 · GIS Data Lake

Maps, imagery and LiDAR as first-class data.

Spatial data is catalogued, governed and queried like everything else — and can be joined to your business tables.

  • Every layer catalogued. Vector, raster, point cloud and drawings, each with an owner, licence and refresh cadence.
  • Layers on demand. Switch any dataset on as a map layer and ask questions across layers and business tables together.
  • Readiness checks. Is this data fit for the stated goal? Only datasets marked AI-ready are offered to learning pipelines.
  • Analysis in place. Hotspots, buffers and forecasts run on the lake, without exporting data to desktop tools.
GIS Data Lake · Explorer
Synthetic data
LayersQueryAnalysisReadinessExport
Tile 14 · 2026-10200 m buffer · 37 assets
Layers 5 on
Ask across layers
◆Which utility assets sit inside flood-prone zones?
37 assets  ·  5 datasets joined
Lineage verified AI-ready
Every data type has a home

Spatial and non-spatial, side by side.

One catalogue, one set of access rules and one lineage graph — whatever the format.

Non-spatialBusiness & operational data
Databases & enterprise applicationsExcel & flat filesDocuments & scansStreams & sensor feeds
SpatialGeospatial data
Vector layers & networksRaster & satellite imageryLiDAR point cloudsCAD & drawings
Medallion layers

Bronze, silver, gold.

A simple discipline that turns messy source data into products people can rely on.

Bronze · Raw

Every record exactly as received, with source, time and run recorded. Nothing is overwritten.

Silver · Standardised

Duplicates removed, formats unified and entities matched. Uncertain matches wait for a person to decide.

Gold · Analysis-ready

Agreed business definitions in open table formats, versioned so any earlier state can be read again.

Built for control

Your data stays yours.

Deploy where data must stay

Run in India — on-premises, in a sovereign cloud or in your own cloud account — and, where required, with no internet route.

Open formats

Open table and spatial formats keep your data readable and portable, with no dependence on a proprietary engine.

Metered, scoped access

Consumers receive expiring tokens tied to a dataset, its columns and a stated purpose. Every call is logged.

Bring your data into one governed lake.

Tell us which sources matter most. We will show how they would land, be governed and be put to work.

Talk to usSee our approach