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Your database for interactive Agents, Dashboards, Apps.

Unmatched Efficiency

Hyper converts SQL into highly optimized machine code, maximizing the performance of modern hardware.

Performance

Powerful Planner

The Hyper team has built a strong theoretical foundation for query optimization at scale that has been adopted by the industry.

Planner

Embracing SQL

Hyper elevates apps, agents and engines through powerful instrumentation and transpilers.

SQL

Zero-Copy at Scale

Process data where it lives with aligned semantics. Hyper pushes complex subqueries to Snowflake, Google BigQuery, Databricks and many more.

Federation

Reliable Governance

Data security is key at Salesforce and Hyper implements a robust data governance system.

Governance

Hyper runs billions of analytical queries every day for Salesforce Data 360 and Tableau.

Unmatched Efficiency

Hyper optimizes query plans and compiles them just-in-time into native machine code. Analytical queries are expensive and getting down to low-level hardware details pays off immediately.

Selected papers from our team:

Hyper turns SQL into a query plan. The thicker orders edge indicates more tuples than customers. Swapping the inputs builds the hash table from fewer customers and probes it with more orders, and generates native x86 machine code just in time. Blue outlines match the orders scan and loop, and purple outlines match join hashing, hash-table lookup, key comparison, branching, and output. Both operator borders are solid; the customers node remains unhighlighted. The assembly is an illustrative probe-loop excerpt; register setup, empty-input checks, and hash-collision handling are omitted.
A query plan is translated to relational algebra, optimized and adaptively lowered to machine code with very low latency.

Powerful Query Planner

Query Optimization is a complex field and the Hyper team has built a very strong theoretical foundation that we share with the industry on database venues like SIGMOD and VLDB.

Selected papers from our team:

Advanced query optimizations like the unnesting of arbitrary queries eliminate dependent joins. Here we unnest fetching the worst exam(s) of each student.

Zero-Copy at Scale

Database behavior differs in subtle details and aligning semantics is crucial for correct query federation. Hyper pushes complex subqueries to Snowflake, Databricks, Google BigQuery and many more.

Selected blog posts:

UserHyperSalesforceSnowflakeDatabricks
Hyper pushes SQL subqueries to Snowflake and Databricks and reads Iceberg data from Salesforce in parallel. All three sources return data; Hyper combines it into one result for the user.
Hyper respects data localities during optimization and identifies subqueries that can be executed remotely.

Reliable Governance

Data Governance is an integral platform capability for Salesforce Data 360. Hyper provides GDPR, ABAC and CDP concepts such as Dataspaces for Salesforce.

Selected documentation:

Hyper supports secure views and a flexible view resolution system to enforce data policies at scale across the platform.

Embracing SQL

SQL is the universal data language and Hyper offers tools that navigate the complexities of relational algebra. Beyond handling interactive analytics for Salesforce, Hyper is also an optimizer for Spark and a SQL instrumentation tool for apps and agents.

Selected documentation:

One query, many perspectives: Hyper provides SQL instrumentation and transpilation for apps, agents and engines at Salesforce.