AWS Glue gives you serverless Spark, along with IAM headaches, cold starts, and CloudWatch debugging. Ascend replaces the complexity with one platform that builds, runs, and optimizes pipelines automatically, on any cloud.
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You picked Glue because it was already in your AWS account. Serverless Spark, native S3 access, no clusters to manage. But as your pipelines grow, Glue becomes the bottleneck. Slow to build in, painful to debug, and locked to a single cloud.
Ingestion. Transformation. Orchestration. Observability. One platform, one metadata layer. Not Spark jobs held together with Step Functions and IAM policies.
A code-first IDE with AI at its core. Write SQL or Python, connect to any source, and push to production with full version control.
Write transformations in the language you already know. Mix SQL and Python in the same pipeline without switching tools or contexts.
Inline code completions, context-aware suggestions, and natural language pipeline creation with Otto, Ascend's agentic copilot.
Flexible connectors and dynamic schema handling for lakes, warehouses, databases, APIs, and legacy systems.
Ascend's DataAware engine replaces brittle cron jobs and hand-coded DAGs with intelligent, event-driven orchestration. Pipelines adapt as your data changes. No manual rewiring required.
Stop hand-coding orchestration graphs. Ascend builds and adapts your DAGs automatically as pipelines evolve, so dependencies never fall out of sync.
AI agents handle incident reporting, code reviews, commit messages, and documentation automatically.
Built-in CI/CD with automated testing and validation. Schema changes are handled dynamically so upstream shifts don't cascade into downstream failures.
Observability and cost optimization are built into every layer. No log-diving, no separate monitoring stack, no guessing where time and money are going. Everything is visible from the moment your first pipeline runs.
Trace every data flow from source to destination with full change history and auditability. See exactly where data comes from and what it affects downstream.
When something breaks, get contextual explanations that pinpoint the root cause. Troubleshoot failed runs and data quality issues without leaving your workflow.
SHA-based fingerprinting detects exactly what changed. Process only new and modified data, reducing warehouse costs by up to 83%.
Ascend vs AWS Glue
Boost in team productivity
I can’t even fathom going back to Fivetran and dbt, where they're only doing a fraction of what you need.
What I just did in an hour would have taken me weeks previously.
Reduction in processing costs
Start your free trial in minutes. No credit card required.
Build pipelines 7x faster with AI that understands your data.
Cut warehouse costs by up to 83% with delta-only processing.
Run on any cloud. No vendor lock-in.