Every feature you need to optimize database costs
From per-query cost attribution to AI-powered recommendations. Built by database consultants, for database teams.
Cost Intelligence
Understand exactly where your database budget goes, from service-level down to individual queries.
Per-Query Cost Attribution
Correlate query performance profiles with actual billing data. Answer: which 10 queries drive 60% of your Snowflake bill?
Multi-Cloud Dashboard
See costs across AWS, Google Cloud, Azure, Oracle Cloud, Snowflake, MongoDB Atlas, and Databricks — including each cloud’s database engine offerings — in one view.
Cost Forecasting
30/60/90 day cost projections based on actual usage trends. Get alerted before you overspend.
Usage Drill-Down
Three-level drill-down: vendor to service to individual query. See cost, execution count, and performance at every level.
Query Optimization
AI-powered recommendations from patterns proven in Fortune 500 consulting engagements.
AI Recommendation Engine
130+ anti-pattern detectors across queries, pipelines, and AI workloads. Each recommendation includes the fix code, estimated savings, and severity — for every supported vendor.
AI Agent Assistant
Chat with a specialized AI agent that understands your schema, query patterns, and cost data. Get optimization advice in plain English.
Explain Plan Analysis
Automatic explain plan collection and normalization across PostgreSQL, MySQL, Snowflake, BigQuery, Redshift, Synapse, and Databricks.
Auto-Apply Workflows
Define policies to automatically apply safe recommendations. Manual approval gates for high-impact changes.
AI / LLM Cost Optimization
AI spend is the fastest-growing line item on cloud bills. Track it, break it down, and optimize it.
AI Cost Tracking by Model
See spend per model — GPT-4o vs GPT-4o-mini, Claude vs Llama, Titan vs Cohere. Know exactly which models drive cost and which deliver ROI.
AI Cost by Vendor
Track costs across OpenAI, Anthropic, AWS Bedrock, SageMaker, Google Vertex AI, and Azure OpenAI Service in one view.
AI-Specific Recommendations
Detect idle inference endpoints, prompt caching opportunities, model downgrade candidates, and batch API savings. Actionable fixes with estimated savings.
AI Spend as % of Total
See AI costs in context — as a percentage of total cloud spend, with month-over-month trends and anomaly detection.
Pipeline Cost Intelligence
Your hidden database cost: the pipelines feeding data into them. Track, optimize, and control ETL spend.
Pipeline / ETL Cost Tracking
Track spend across 30+ pipeline services — Snowpipe, AWS Glue, Dataflow, Data Factory, EMR, Databricks Jobs, DLT, and more — in a dedicated cost view.
Pipeline Metadata & Drill-Down
See individual pipe names, task run counts, job IDs, and execution stats. Expand any pipeline service to inspect its resources.
Pipeline Recommendations & Fixes
20 pipeline-specific detectors generate actionable recommendations — idle Snowpipes, over-provisioned Glue DPUs, Dataflow waste, DLT overspend — each with remediation code and estimated savings.
Unit Economics by Tag
Cost-per-query and cost-per-GB broken down by any tag — customer, pipeline, environment. Understand your true unit economics.
FinOps Modeling & Scenario Planning
Go beyond reporting — model, predict, and compare costs before you commit.
Driver-Based Cost Modeling
Decompose billing into consumption drivers (compute hours, credits, DBU, storage GB) and unit rates. See exactly what drives your bill — volume or price.
What-If Scenario Analysis
"What if traffic doubles? What if we switch to reserved instances?" Create scenarios with driver adjustments and see projected cost impact instantly. Pre-built templates for common scenarios.
Business Unit Economics
Connect business metrics (orders, users, transactions) to infrastructure cost. Calculate cost-per-order, cost-per-user. Track efficiency trends and margin impact over time.
Migration Cost Estimator
"What would this workload cost on Databricks instead of Snowflake?" 7+ supported migration paths using actual consumption volumes and target vendor pricing.
Cost Governance
Budgets, tags, chargeback — everything you need for FinOps maturity.
Budget Management
Set budgets per team, tag, cost center, or vendor. Track burn rate with configurable alert thresholds.
Tag-Based Allocation
Allocate costs by tags from AWS, GCP, Azure, and Snowflake. Discover untagged resources. Enforce tag policies.
Chargeback Reports
Generate chargeback reports by cost center. CSV export for finance teams. Track allocation over time.
Tag Policy Enforcement
Define required tags per vendor. Block account creation without compliant tags. Compliance dashboard for visibility.
Platform & Integrations
Enterprise-ready with the integrations your team already uses.
RBAC & Multi-Tenant
Role-based access control (owner, admin, editor, viewer). Full tenant isolation with PostgreSQL schema separation.
JIRA & ServiceNow
Create optimization tickets directly from recommendations. Bi-directional sync keeps status current.
Alerting Pipeline
Configurable alerts for cost anomalies, budget thresholds, and performance degradation. Email and webhook delivery.
API & API Keys
Full REST API for programmatic access. Manage API keys with scoped permissions for CI/CD integration.
Every major cloud platform supported
Billing sync, metrics collection, query stats, and explain plan analysis for every vendor.
AWS
RDS (PostgreSQL & MySQL), Redshift
Google Cloud
Cloud SQL, BigQuery
Azure
SQL Database, Synapse, Cosmos DB, Fabric
Snowflake
Snowflake Data Cloud
MongoDB Atlas
MongoDB
Databricks
Spark SQL, Delta Lake
Oracle Cloud (OCI)
Oracle Database
ClickHouse
ClickHouse Cloud & Self-Hosted
OpenAI
GPT-4o, GPT-4 Turbo, Embeddings
Anthropic
Claude Opus, Sonnet, Haiku
Ready to see where your database budget goes?
Join our Design Partner Program — free platform access with hands-on onboarding from our engineering team.