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CAPABILITY 13

Snowflake

Modernise your data warehouse and deliver governed analytics and AI on Snowflake.

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BUSINESS CONTEXT AND APPROACH

Modernise your data warehouse and deliver governed analytics and AI on Snowflake.

Snowflake services bring migration, data engineering and AI use cases into one delivery plan. We start with the workloads that matter, design the target data model and establish controls for access, quality and spend.

Moving a warehouse is not complete when tables load successfully. We validate business totals, downstream reports and operating performance, then introduce AI features only where data access and evaluation are defined.

OUTCOME AND MEASURES

A governed data platform with measurable quality and operating cost controls.

Before delivery starts we agree baselines for:

  • Reconciliation accuracy and data freshness
  • Report performance and workload adoption
  • Warehouse utilisation and cost per workload
SNOWFLAKE DELIVERY ARCHITECTURE

Assess, load, govern, serve and optimise.

A reference delivery architecture for warehouse migration and governed analytics on Snowflake, with AI features introduced once access and evaluation are defined.

ANIMATED SCENARIO

Deliver a governed finance data view

The scenario follows finance data through migration, validation, access controls and a governed view that reports and AI features can use.

REPRESENTATIVE USE CASES

Use cases shaped
around real work.

Representative patterns are tailored to your landscape, controls, data readiness and business priorities.

01

Warehouse migration

Move selected warehouse workloads with reconciliation and report acceptance before production cutover.

02

Governed data sharing

Make approved datasets available across teams or partners within agreed access and ownership boundaries.

03

AI over business information

Explore search and question-answering over approved data with evaluation and reviewer oversight.

WHAT WE DELIVER

Artifacts your teams can use.

  • Warehouse migration, data modelling and validation
  • Ingestion and transformation pipelines with Snowpipe and dbt
  • Snowpark, Snowflake ML and Cortex AI use-case delivery
  • Access controls, masking, data sharing and workload cost optimisation
AGREED BASELINES
01Reconciliation accuracy and data freshness
02Report performance and workload adoption
03Warehouse utilisation and cost per workload
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