Incremental & Backfill Mode Incremental mode loads only new or updated data, while backfill mode loads data from a specified date range. Other available modes include: full-refresh, truncate and snapshot.

Wildcard Selection Allows the use of wildcard characters in selection criteria, enabling more flexible selections of streams (source tables or files).

Runtime & Custom Variables Support for both runtime and custom variables that can be used in YAML configurations, enabling powerful scaling and automation.

Column Hashing Provides a transform to create a hash of column values for data protection. Other transforms include: encoding/decoding, uuid parsing, cleaning accents, and more.

Schema Evolution Ability to detect schema changes and automatically updates the target schema to match the source schema, ensuring compatibility and preventing errors.

Custom Table DDL Allows the definition of custom Data Definition Language (DDL) for target table creation.

Unlimited Connections You can connect as many sources & targets as you want to your projects.

Smart Editor (IDE) You can use the editor to preview data, validate for errors, as well as compile your replications live.

Development Agent A development agent is a special agent, with defined limits, that is used for development purposes. See below for more details.

Alerting (Email, Slack, Discord) You can setup alerts to be notified when certain conditions are met, such as: error, warning, or success.

Parallel Stream Runs You can run multiple streams in parallel, which can dramatically speed up your data loading process.

Production Agent A production agent enables scheduled jobs. See below for details.

Column Constraints Constraints are column-level rules that evaluate at runtime whether a given value meets specific conditions, such as equality, inequality, or pattern matching.

Checks & Hooks A check evaluates conditions based on specified expressions and attributes to determine if certain criteria are met within data sources or configurations. Hooks can be used to trigger actions before or after a replication stream. Hook types include: query, check, notify, http (webhook), and more.

Smart Backfill & Incremental Takes the pain out of backfilling. You provide the backfill range, and Sling will partition into smaller chunks/jobs, backfilling automatically. Also, when loading large amount of files incrementally, the Sling Platform maintains state, and continue to the next batch in order.

Historical Reports In your DB Push data about job runs as well as replication / stream metadata into your database. This can be used for internal reporting, monitoring, and other purposes.

Observability / Monitoring This allows monitoring of volume, existence, freshness, and schema changes, over time, for database and file objects. Alert rules can be setup for any of these metrics.

Roles & SSO Integration This allows specific user role definition as well as SSO integration.

Platform Self-Hosting This allows you to host the whole platform in your private network, allowing you full control & security.

Priority support