T1A Brings Its Full Data Stack to Dais 2026: 5 Products AndSubscription Giveaway T1A will showcase its full data stack, including five products and a subscription giveaway, at Dais 2026. The company's LakeSentry platform provides Databricks cost intelligence, enabling teams to detect anomalies, optimize spending, and manage budgets across workspaces. See exactly where your Databricks spend goes. LakeSentry is a Databricks cost intelligence platform. Catch cost anomalies before they spiral, surface optimizations, and safely tune your environment — without risking production stability. Read-only works. Write access only needed to execute actions. Built from real optimization playbooks — for platform engineering, FinOps, and data leadership teams running Databricks at scale. For Platform Engineering Pinpoint runaway jobs, warehouse drift, and regressions before they impact reliability. For FinOps Get normalized cost visibility across workspaces with evidence-backed optimization priorities. For Data and ML teams See where experiments and serving endpoints burn budget, then act with clear guardrails. For Leadership Tie Databricks cost to operational decisions with a clear path from insight to action. Drill into every cost. Break down spend by jobs, SQL warehouses, compute types, or teams. Pivot between views to find the signal in the noise — no SQL required. - Stacked breakdown by resource type - Workspace × compute heatmap - Filter by time range, workspace, or environment | Category | DBU Cost | Cloud Cost | Total | |---|---|---|---| | Jobs 42% | $14,862 | $5,227 | $20,089 | | SQL Warehouses 28% | $10,178 | $3,215 | $13,393 | | Interactive 18% | $6,200 | $2,410 | $8,610 | | Serving 8% | $3,061 | $766 | $3,827 | | Other 4% | $1,378 | $535 | $1,913 | | Principal | Spend | || |---|---|---|---| | svc-etl-prod svc | $14,280 +18% | 12.4K | 2 | | svc-ml-training svc Fastest Growing | $9,410 +42% | 3.1K | — | | alex.chen@acme.co user | $7,820 -4% | 8.9K | — | | analytics scheduler svc | $6,140 +7% | 24.1K | 1 | | maria.jones@acme.co user | $4,680 -12% | 5.2K | — | | dev-sandbox-pool svc | $3,210 +2% | 890 | — | | Jobs | SQL WH | Interactive | Pipelines | Serving | | |---|---|---|---|---|---| | Production | Production · Jobs $12.4k | Production · SQL WH $8.2k | Production · Interactive $3.1k | Production · Pipelines $1.8k | Production · Serving $0.2k | | Staging | Staging · Jobs $4.1k | Staging · SQL WH $1.9k | Staging · Interactive $1.2k | Staging · Pipelines $0.3k | Staging · Serving $0.1k | | Analytics | Analytics · Jobs $2.3k | Analytics · SQL WH $11.6k | Analytics · Interactive $5.4k | Analytics · Pipelines $0.1k | Analytics · Serving $0.0k | | ML | ML · Jobs $9.8k | ML · SQL WH $0.2k | ML · Interactive $1.4k | ML · Pipelines $4.2k | ML · Serving $1.1k | | Dev | Dev · Jobs $1.6k | Dev · SQL WH $1.3k | Dev · Interactive $2.8k | Dev · Pipelines $0.1k | Dev · Serving $0.0k | Know what to fix — and why. LakeSentry surfaces anomalies, waste, and optimization opportunities ranked by impact. Each insight includes evidence, estimated savings, and a one-click path to action. - Anomaly detection with statistical evidence - Waste identification for idle and orphaned resources - Approve or dismiss with full audit trail How LakeSentry works Connect in minutes. See your first cost breakdown the same day. Connect Add a read-only service principal and connect your Databricks account. Takes minutes, not days. Collect LakeSentry ingests system tables and API metadata on a schedule to build a normalized cost ledger. Act safely Review insights, approve changes — or enable autopilot for selected safe actions with guardrails. Simple, predictable pricing Start free with unlimited workspaces and upgrade anytime as your team grows. Free Free foreverGet started with full visibility — stay free forever. - Unlimited workspaces - 1 user - 3 months history - Insight summaries - Community support Start Free https://app.lakesentry.io/signup/ Standard Popularbilled annually For teams who need full insight details and deeper history. - Unlimited workspaces - Up to 5 users - 12 months history - Full insight details - Standard support Get Started https://app.lakesentry.io/signup/ Pro Full powerbilled annually For platform teams with advanced needs. - Unlimited workspaces - Unlimited users - Unlimited history - Full insight details - AI Agent access - Visibility filters - Priority support Get Started https://app.lakesentry.io/signup/ Need procurement support, security review, or a guided rollout? . Your data stays yours. LakeSentry connects via a read-only service principal. Start with zero-write access and keep full control. Read-only by default LakeSentry uses a service principal with read-only access. Write permissions are optional and only needed if you choose to execute optimization actions. System tables only We query Databricks system tables for usage and cost metadata. LakeSentry never accesses your business data, notebooks, or query results. Runs in your account LakeSentry reads Databricks usage and cost metadata from your environment. In the MVP, query text may also be processed to improve insight quality. FAQ Common questions from platform engineering and FinOps teams. How many workspaces can I connect? Can we run read-only? Does LakeSentry require Unity Catalog? How safe is automation? Do you store query text? How does pricing work? Can we customize DBU prices? We operate in multiple regions—does that matter? How is this different from Databricks' built-in cost tools? How does LakeSentry compare to other optimization platforms? Run Databricks with confidence — at any scale. Connect in minutes, see your first insight in hours. Free with unlimited workspaces. Built by a team that has spent years helping companies run Databricks at scale. We productized what works.