01
Ingest
Streaming, CDC, batch loaders. Contracts at the edge so bad upstream data doesn't poison the model layer.
Fivetran · Airbyte · Kafka · custom
Your data teammate · from ingest to dataviz
Ship trusted business metrics in weeks, not quarters.
TwiceData delivers production-ready dbt model packs, change-safe lineage controls, and a governed semantic layer so VP Data teams stop rewriting the same metric logic every quarter.
Across your data pipeline
Most consulting shops audit one layer and walk away. We sit across all five.
Modern data teams touch the same five layers every week — ingest, store, model, semantic, dataviz. TwiceData engages at any layer, owns the seams between them, and stays past handoff. The result is one teammate, one accountability, one working pipeline.
02
Store
Warehouse choice, partition strategy, materialization plan, cost controls. The bill where most data teams bleed.
Snowflake · BigQuery · Redshift · Databricks · DuckDB
03
Model
Governed, tested transformations and reusable domains — dbt where it's the right call (it usually is), or whatever framework your team already runs. The metric definitions that have to survive across teams.
dbt · SQLMesh · Dataform · Spark · SQL + Python
04
Semantic
Certified metrics, semantic layer, RBAC. The single source of truth that finance, product, and the board can all sign.
Cube · LookML · dbt Semantic Layer
05
Dataviz
Executive dashboards, ad-hoc exploration, reverse-ETL back to operational tools. The output your team actually reads.
Looker · Mode · Hex · Tableau · Metabase
Prebuilt domain packs
Your domain, modeled on day one.
14 packs, built and shipping. Each one is governed models, a domain knowledge graph, and an MCP server so your AI agents query governed data directly. No pack for your domain? We build one to your spec.
Need project-specific help without adding permanent headcount?
For small and growing data-driven teams, we can be your full data team, work alongside your existing team, or deliver a scoped project your team can run and ingest without a long hiring cycle.
Service 01
Stack Diagnostic
Cross-system audit of warehouse, orchestration, BI, and activation layers to isolate cost leaks, model sprawl, and metric drift.
- Lineage + model complexity scorecard
- Warehouse and cloud spend-to-value map
- 30-day remediation plan
Service 02
Model Efficiency Upgrade
Refactor slow or duplicated transformations into governed reusable domains with stronger test coverage and cleaner ownership.
- Query performance optimization
- Model consolidation and naming cleanup
- dbt and semantic-layer hardening
Service 03
Embedded Delivery Sprint
Boots-on-keyboard support from senior data and cloud engineering for one strategic project, delivered under SOW.
- 2-6 week contract engagements
- Weekly deliverables and stakeholder demos
- Handoff docs + enablement session
Product 01 · Flagship
Quarter Stack
Turnkey 12-week build of your full data model + analytics + visualization layer. Custom or Express track. Handoff or subscription.
- Full model · analytics · viz stack
- Two tech tracks: Custom or Express
AI Consulting · First-hour consultation: free
Replace metric drift with a governed model system.
See your stack mapped to managed model packs and a rollout plan in a 30-minute architecture session.