Run Snowflake with a defined operating model.
Manage cost, performance, access, and data operations as usage evolves.
We agree on the environments and workloads in scope, service hours, review cadence, reporting, approval authority, response targets, and exclusions. Within that model, we analyze unexpected changes, coordinate incident response and technical requests, and verify the results of approved actions.
Operating requirements change after launch
New users, workloads, data volumes, and business processes can change both the cost profile and the operating risk. A bill or alert alone rarely explains which workload changed, why it changed, or whether action is warranted.
Usage and cost
Attribute consumption to business units, workloads, and Warehouses, compare actual usage with budgets, and investigate unexpected growth.
Query and processing time
Review slow queries, queues, concurrency, and data growth in the context of period-end close schedules, reporting windows, and application response times.
Roles and access
Review roles, privileges, sensitive-data access, and change history as organizational structures and job responsibilities change.
Pipelines and change
Assess pipeline delays and failures, schema changes, and reprocessing requirements, and determine how they affect downstream datasets and business applications.
Define what is managed and how operating decisions are made
Cost Visibility & Governance
Review usage and billing by business unit, workload, service, and Warehouse. Apply agreed budgets and alert thresholds, attribute costs, and track follow-up actions.
Query & Warehouse Performance
Analyze query execution and Warehouse usage, identify likely sources of delay, and recommend changes that account for both performance and cost.
Access & Security Review
Review roles, privileges, sensitive-data controls, and access history, then support approved changes when organizational structures or job responsibilities change.
Pipeline Operations
Review run status, delivery delays, errors, data-quality anomalies, and schema changes, and coordinate approved reprocessing and pipeline changes.
Incident & Change Support
Assess impact and possible causes, coordinate recovery actions, and document approvals, changes, outcomes, and follow-up actions.
Technical Requests
Receive technical questions and improvement requests, analyze them, support approved actions, and verify the results within the agreed service scope.
Evaluate cost, performance, and business impact together
An increase in consumption may indicate waste, but it may also reflect growth in users, data, or business activity. We identify the likely drivers, assess their effects on performance and business operations, and then prioritize any changes.
Cost Attribution
Use Tags and other relevant metadata to attribute consumption to Snowflake objects, business units, and workloads, clarifying where it occurs and what it supports.
Budgets & Alerts
Set budget and alert thresholds appropriate to the Warehouses and serverless features in use.
Cause Analysis
Examine changes in users, queries, Warehouses, storage, and data processing to develop evidence-based improvement options.
Change Verification
After approval and implementation, compare usage, processing time, and business impact with the prior baseline to determine whether further action is needed.
Move from an agreed baseline to controlled, verifiable change
AI can help organize operating records, usage patterns, and query and error logs, and prepare initial findings on possible causes and change impacts. Operations staff and engineers assess those findings against business schedules and technical conditions before the designated approvers decide whether to make a change.
Establish the Baseline
Define the assets in scope, normal operating ranges, critical business periods, budgets, and criteria for performance, access, and data operations.
Review at Agreed Intervals
Review usage, performance, access, and pipeline status at the agreed cadence, then identify unexpected changes and assess their business impact.
Approve & Implement
Evaluate the proposed change and its expected effect, then modify settings, privileges, or pipelines only through the defined approval and implementation procedures.
Verify & Follow Up
Compare the outcome with the baseline, document the decision and change, and review residual risks and follow-up actions.
Handle deeper assessments and structural changes as separate projects
Managed Services covers recurring work within the agreed operating scope. Deeper assessments, major redesigns, new integrations, and other defined deliverables are scoped separately, with their own objectives, responsibilities, and acceptance criteria.
Snowflake Cost & Usage Review
Review billing and usage across warehouses, queries, storage, and data processing, then define measurement criteria and prioritize potential changes.
View the Cost Review →Snowflake Access & Security Review
Review identities, roles, service accounts, data boundaries, access paths, records, and approval responsibilities before deciding whether changes are needed.
View the Access Review →Data Engineering
Provide new integrations, pipeline redesign, and large-scale changes through a separately scoped engineering engagement.
View Data Engineering →Prioritize operating work by its business impact
Our experience in BI and data warehousing, Data Governance, SAP ERP, and enterprise-system delivery and operations helps us look beyond usage and error counts.
We consider period-end close and reporting schedules, data-delivery windows, downstream systems and applications, and the client team’s responsibilities when setting priorities and change procedures.
Start with the current environment and operating priorities
Tell us about the Snowflake environment, priority workloads, usage and billing patterns, operating windows, access model, current pipeline issues, incident history, and existing support arrangements. We will help identify the first operating scope to examine, including the reporting and response requirements that matter most.
Discuss FinOps & Managed Services →