Data Engineering
An enterprise data platform for ingestion, transformation, cataloging, and governed serving across the data lifecycle.
dataengineering.vydhi.ai
68
Applications
12
Capability zones
1
Shared foundation
Capability overview
68 applications organized across 12 zones on one shared data core.
- 01Ingestion & Sources7
- 02Lake / Lakehouse Storage6
- 03Transformation & Processing7
- 04Catalog, Discovery & Semantics7
- 05Governance & Security5
- 06Quality & Observability5
- 07Serving & Query6
- 08AI / ML & Agent Enablement6
- 09Client / Multi-Tenant Delivery5
- 10Cost, Compute & Ops4
- 11Engagement & Support4
- 12Analytics & Platform Internals6
Walkthrough
Walkthrough video coming soon — no placeholder media
A 2–3 minute owner-recorded walkthrough of the Data Engineering environment publishes here once recorded.
Working with Data Engineering
What it is
Not published yet — this section fills in when the Data Engineering tester docs ship.
What it solves
Not published yet — this section fills in when the Data Engineering tester docs ship.
Why it matters
Not published yet — this section fills in when the Data Engineering tester docs ship.
How to use it
Not published yet — this section fills in when the Data Engineering tester docs ship.
Where results appear
Not published yet — this section fills in when the Data Engineering tester docs ship.
See it live
Request demo access
Live demos are gated and time-boxed, issued centrally by Vydhi. Ask for a demo window and we’ll send you a scoped access link into dataengineering.vydhi.ai.
Request accessPrivate preview · access by request
Reality contract
- Synthetic data
- Every demo runs on 100% synthetic data. No real customer or personal data is used.
- Simulated integrations
- External systems — payments, messaging, channels, telemetry — are simulated and clearly labelled.
- Representative figures
- Any metrics shown are representative ranges to illustrate capability, not fabricated client results.
- Decision-support AI
- AI features are metered decision-support: assistive, auditable, and fail-closed — never autonomous action on real systems.
Applications
All 68 applications. Each ships the standard four documents — Business Problem & Solution, How to Use, User Journey, Architecture — publishing with the content migration.
Zone 01Ingestion & Sources · 7 apps
01Data HubThe data workspace: client and project switcher, catalog and dataset search, pipeline-health snapshot, ask-your-data entry, and the 68-app launcher.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
02Source Connector Catalog (DB/API/SaaS/file/stream, sim)A catalog of generic source connectors across database, API, SaaS, file, and stream types.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
03Batch Ingestion Pipelines (sim)Configure and run batch ingestion into the bronze zone over the source spine.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
04Streaming / Real-Time Ingestion (sim)A streaming, real-time ingest with recorded events in a Kafka-style flow.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
05File & Object Upload (structured+unstructured)Upload structured and unstructured files and objects into a landing store.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
06CDC / Change Data Capture (sim)Change-data-capture over a source's recorded change log.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
07AI Auto-Ingest & Schema MappingAI-assisted auto-ingest that infers a schema and maps source columns to a target dataset.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
Zone 02Lake / Lakehouse Storage · 6 apps
08Raw / Bronze ZoneThe raw bronze medallion zone of as-ingested, append-only datasets.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
09Cleansed / Silver ZoneThe cleansed silver zone of de-duplicated, conformed, typed datasets.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
10Curated / Gold ZoneThe curated gold zone of business-ready datasets modelled for serving.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
11Table Format & Partitioning (sim)Manage table format and partitioning in an Iceberg or Delta-style layout.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
12Storage & Tiering Management (sim)Storage and hot, warm, and cold tiering management.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
13Unstructured Store (docs/images/audio)A store for unstructured file assets such as documents, images, and audio.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
Zone 03Transformation & Processing · 7 apps
14Transformation Studio / ELT (SQL+visual)A SQL and visual ELT studio to build transform steps over datasets with an AI transform-assist stage.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
15Pipeline Orchestration & DAGsCompose pipelines as DAGs over the transform-step spine.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
16Notebook / Compute Workspace (sim)A notebook and compute workspace over data tables.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
17Job Scheduling & TriggersSchedule and trigger pipeline runs over the event spine.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
18Data Enrichment & StandardizationAI-assisted enrichment and standardization steps over datasets.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
19Stream Processing (sim)A stream-processing job over recorded events.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
20Unstructured / Document Parsing (AI)AI document and unstructured parsing over file assets into structured rows.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
Zone 04Catalog, Discovery & Semantics · 7 apps
21Data Catalog & Asset InventoryThe dataset catalog and asset inventory as a client-facing data product over catalog entries.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
22Business Glossary & TagsA business glossary and tag taxonomy over the glossary-term and tag spine.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
23Search & DiscoverySearch and discover datasets across the catalog with a semantic-search assist.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
24Schema Registry & ContractsA versioned schema registry and data contracts over table schemas.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
25Dataset Marketplace (internal)An internal marketplace of published, governed datasets.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
26Data ProfilingProfile a dataset across distributions, nulls, and cardinality.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
27AI Auto-Catalog & TaggingAI auto-catalog and auto-tagging over datasets as a client-facing data product.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
Zone 05Governance & Security · 5 apps
28Access Policies & RBAC/ABACAuthor RBAC and ABAC access policies over datasets and roles.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
29PII Discovery & Classification (sim)Scan for PII and classify columns across datasets.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
30Masking & Encryption (sim)Column masking and encryption over datasets.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
31Data Sharing & Contracts (sim)Cross-tenant data sharing and share contracts.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
32Consent & Compliance (GDPR/DPDP)A consent registry and GDPR/DPDP compliance posture.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
Zone 06Quality & Observability · 5 apps
33Data Quality Rules & AI ChecksAuthor quality rules and run AI checks over datasets as a client-facing data product.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
34Data Lineage & ImpactExplore the lineage graph and downstream impact as a client-facing data product over lineage edges.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
35Pipeline Monitoring & AlertsMonitor pipeline runs and alert on failures over the run spine.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
36Data Observability / FreshnessFreshness, volume, and schema-drift observability over datasets.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
37Incident & Issue ManagementRaise and triage data incidents over the incident spine.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
Zone 07Serving & Query · 6 apps
38SQL Query Workbench (sim)A SQL workbench that runs over in-memory data tables.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
39AI NL-to-SQL / Ask-Your-DataA full ask-your-data, NL-to-SQL app with deterministic SQL over data tables and a phrasing layer.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
40Semantic / Metrics LayerDefine governed metrics over the semantic-metric spine.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
41API & Data Products (sim)Publish datasets as API data products over the data-product spine.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
42Reverse-ETL to Apps (sim)Reverse-ETL that syncs a gold dataset to a downstream app.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
43Caching & Materialized Views (sim)Caching and materialized views over gold datasets.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
Zone 08AI / ML & Agent Enablement · 6 apps
44Feature Store (sim)A feature store over the feature spine, spanning offline and online.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
45Vector / Embedding Store (sim)Manage vector and embedding indexes with a metered embed stage.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
46Anomaly & Pattern DetectionDeterministic anomaly and pattern detection over datasets with an explain layer.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
47ML Model Registry (sim)An ML model registry over the ml-model spine.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
48RAG / AI-Usecase Builder on DataBuild a grounded RAG or AI use-case over a dataset and vector index.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
49Agent Data-Access Gateway (sim)A governed, metered agent data-access gateway for read access by agents.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
Zone 09Client / Multi-Tenant Delivery · 5 apps
50Client / Project WorkspacesMulti-client and project workspaces with scoped switching and isolation.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
51Environment & Workspace ManagementManage dev, stage, and prod data environments per client.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
52Semantic Layer per ClientA per-client governed semantic layer over the metric spine.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
53Data App Templates & BlueprintsA gallery of starter data-app blueprints by pattern.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
54Usage Billing & Metering (sim)Per-client usage and billing over usage records in integer paise.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
Zone 10Cost, Compute & Ops · 4 apps
55Compute / Cluster Management (sim)A compute and cluster manager.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
56Cost & FinOps / Query Cost (sim)Client-facing query-cost and FinOps analytics over recorded runs.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
57Workload / Warehouse OptimizationDeterministic workload-optimization suggestions with a narrative layer.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
58Job Run History & LogsJob run history and logs over the job-run spine.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
Zone 11Engagement & Support · 4 apps
59Notifications & Alerts (sim)Notifications and alerts over the notification spine.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
60Data Concierge / Ask-Platform Chatbot (RAG)A grounded RAG concierge over the platform docs and catalog.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
61Knowledge Base & DocsA platform knowledge base and docs with a doc-search assist.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
62Support & Request DeskA support and data-request desk over the incident and request spine.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
Zone 12Analytics & Platform Internals · 6 apps
63Platform BI & Usage Analytics (safe NL)Safe-NL BI over aggregate platform usage analytics using a confined query spec.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
64Anomaly & KPI AlertingDeterministic anomaly and KPI-threshold detection with an explain layer.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
65Cost & FinOps MonitorReads the platform cost ledger for spend by app and stage, open-source versus managed, and budget burn-down.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
66Feature Flags & ExperimentsThe platform feature-flag and experiment registry.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
67ModelOps & PromptOps StudioA ModelOps and PromptOps studio over the model-run spine.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request
68Admin & Access Console / RBAC·SSO (incl Audit & Event Log)The owner and viewer RBAC and per-credential scope admin, folding in the audit and event log.
Documentation
- Business Problem & Solution · draft
- How to Use · draft
- User Journey · draft
- Architecture · draft
Private preview · access by request