Velocity Lakehouse combines open tables with a ClickHouse hot tier and separate transformation capacity. Plan how batch, interactive and existing warehouse work will be divided.
Relevant capabilities
Iceberg, Trino and ClickHouse in one stack
Separate transformation and interactive engines
LakeGate policy and query routing
Evaluate the cost
Compare the cloud bill, platform charges, operating effort and migration work for the same workload. Cloud capacity is not free. Charges and scope need agreement before paid deployment.
Before switching
AWS and Google Cloud are available today; other deployment environments are roadmap. Preserve the existing workload and access path until compatibility, recovery and cutover checks pass.
Predict serves classic ML models and records predictions with your data systems. Evaluate compatibility, feature freshness and operational behavior before moving an existing endpoint.
Relevant capabilities
Serving for supported classic ML model formats
dbt feature models and prediction logs in ClickHouse
Data-quality monitors
Evaluate the cost
Compare the cloud bill, platform charges, operating effort and migration work for the same workload. Cloud capacity is not free. Charges and scope need agreement before paid deployment.
Before switching
AWS and Google Cloud are available today; other deployment environments are roadmap. Preserve the existing workload and access path until compatibility, recovery and cutover checks pass.
Unify uses managed Trino for queries across existing sources. Test one cross-system decision before deciding which copies or sync jobs you can retire.
Relevant capabilities
Trino federation over connected catalogs
Row filters, column masks and a semantic layer
Governed access through LakeGate
Evaluate the cost
Compare the cloud bill, platform charges, operating effort and migration work for the same workload. Cloud capacity is not free. Charges and scope need agreement before paid deployment.
Before switching
AWS and Google Cloud are available today; other deployment environments are roadmap. Preserve the existing workload and access path until compatibility, recovery and cutover checks pass.
AgentBay provides isolated code and tool sandboxes with data access through LakeGate. Define what an agent may read, execute and change before giving it a real workflow.
Relevant capabilities
Isolated sandboxes for agent code and tools
Scoped data access through LakeGate
MCP access alongside existing agent toolkits
Evaluate the cost
Compare the cloud bill, platform charges, operating effort and migration work for the same workload. Cloud capacity is not free. Charges and scope need agreement before paid deployment.
Before switching
AWS and Google Cloud are available today; other deployment environments are roadmap. Preserve the existing workload and access path until compatibility, recovery and cutover checks pass.
Analyst combines the lakehouse, private models and agent sandboxes. Scope one business question, its permitted evidence and the checks a human reviewer will apply.
Relevant capabilities
Velocity Lakehouse, Enclave and AgentBay together
Semantic-layer and policy-governed data
Analysis code in sandboxes and data-quality monitors
Evaluate the cost
Compare the cloud bill, platform charges, operating effort and migration work for the same workload. Cloud capacity is not free. Charges and scope need agreement before paid deployment.
Before switching
AWS and Google Cloud are available today; other deployment environments are roadmap. Preserve the existing workload and access path until compatibility, recovery and cutover checks pass.
LakeGate places identity and policy in front of databases and data engines. Start by replacing one shared-credential workflow with scoped, reviewable access.
Relevant capabilities
Identity-provider sign-in and role-based access
OPA policy decisions and query guardrails
Query logging across integrated engines
Evaluate the cost
Compare the cloud bill, platform charges, operating effort and migration work for the same workload. Cloud capacity is not free. Charges and scope need agreement before paid deployment.
Before switching
AWS and Google Cloud are available today; other deployment environments are roadmap. Preserve the existing workload and access path until compatibility, recovery and cutover checks pass.
Foundry packages a Kubernetes foundation in your AWS or Google Cloud account. Decide who owns access, upgrades, recovery and day-two operations before adding production workloads.
Relevant capabilities
Managed Kubernetes foundation
Observability, single sign-on, private access, backups and autoscaling
Foundation for additional HyperLake stacks
Evaluate the cost
Compare the cloud bill, platform charges, operating effort and migration work for the same workload. Cloud capacity is not free. Charges and scope need agreement before paid deployment.
Before switching
AWS and Google Cloud are available today; other deployment environments are roadmap. Preserve the existing workload and access path until compatibility, recovery and cutover checks pass.
Fusion combines application databases with reporting on ClickHouse. Start with availability and recovery needs, then assess which analytical work should leave the primary.
Relevant capabilities
Managed Postgres and MySQL
High availability and point-in-time recovery
ClickHouse reporting from Postgres, behind LakeGate
Evaluate the cost
Compare the cloud bill, platform charges, operating effort and migration work for the same workload. Cloud capacity is not free. Charges and scope need agreement before paid deployment.
Before switching
AWS and Google Cloud are available today; other deployment environments are roadmap. Preserve the existing workload and access path until compatibility, recovery and cutover checks pass.
Openhouse combines Iceberg, Trino and dbt on your own object storage. Make table ownership, interoperability and workload fit explicit before migrating an existing lake.
Relevant capabilities
Iceberg tables on customer object storage
Trino, dbt modeling and a semantic layer
Dashboards and data monitors behind LakeGate
Evaluate the cost
Compare the cloud bill, platform charges, operating effort and migration work for the same workload. Cloud capacity is not free. Charges and scope need agreement before paid deployment.
Before switching
AWS and Google Cloud are available today; other deployment environments are roadmap. Preserve the existing workload and access path until compatibility, recovery and cutover checks pass.
Compare deployment boundaries, model control and who operates the stack. HyperLake manages open-source stacks in your own cloud account.
Relevant capabilities
Customer-controlled cloud account and region
Managed data engines, model serving and agent workspaces
Expert support included in the subscription
Evaluate the cost
Your cloud compute is billed at 0% HyperLake markup, plus the HyperLake subscription. Compare equivalent capacity, utilization and operating effort; total savings depend on the workload.
Before switching
Check supported cloud accounts, data boundaries, model requirements and migration scope with the team. On-premises availability must be confirmed separately.
Enclave runs open or custom models on GPUs in your cloud. Compare model quality, workload utilization and operational responsibility before replacing a hosted endpoint.
Relevant capabilities
Model serving and fine-tuning on customer GPUs
pgvector retrieval and governed data access
Eligible endpoints can scale down when idle
Evaluate the cost
Compare the cloud bill, platform charges, operating effort and migration work for the same workload. Cloud capacity is not free. Charges and scope need agreement before paid deployment.
Before switching
AWS and Google Cloud are available today; other deployment environments are roadmap. Preserve the existing workload and access path until compatibility, recovery and cutover checks pass.
Velocity provides managed ClickHouse for dashboards, product analytics and data APIs. Use your own ingestion and query patterns to evaluate a move from hosted analytics.
Relevant capabilities
Managed ClickHouse behind LakeGate
Backups, sharding and day-two actions
Role-based access for analytics workloads
Evaluate the cost
Compare the cloud bill, platform charges, operating effort and migration work for the same workload. Cloud capacity is not free. Charges and scope need agreement before paid deployment.
Before switching
AWS and Google Cloud are available today; other deployment environments are roadmap. Preserve the existing workload and access path until compatibility, recovery and cutover checks pass.
Compare the platform to the workload, including cases where another architecture fits better.
Relevant capabilities
Workload and architecture comparison
Managed open-source data stacks
Option to run alongside an existing platform
Evaluate the cost
Compare compute, storage, licensing, support and migration effort at the same workload and service level. 0% compute markup does not mean zero platform or operating cost.
Before switching
Identify which workloads can move and which capabilities should stay on the current platform. Confirm compatibility before migration.