# Databricks workflows optimization | Cloud Efficiency Hub

Canonical: https://www.pointfive.co/efficiency-hub/cloud-services/databricks-workflows

2 documented Databricks Workflows cost inefficiencies, each with how to detect it and how to fix it.

[Cloud Efficiency Hub](https://www.pointfive.co/efficiency-hub) 

# Databricks Workflows

2 documented Databricks Workflows cost inefficiencies, each with how to detect it and how to fix it.

## 2 inefficiencies

[All services](https://www.pointfive.co/efficiency-hub#browse-by-service)

- Databricks Workflows  CER-0114

### [Inefficient Use of Job Clusters in Databricks Workflows](https://www.pointfive.co/efficiency-hub/inefficiencies/inefficient-use-of-job-clusters-in-databricks-workflows)

When multiple tasks within a workflow are executed on separate job clusters - despite having similar compute requirements - organizations incur unnecessary overhead. Each cluster must initialize independently, adding latency and cost. This...

Compute

- Databricks Workflows  CER-0528

### [Always-On Structured Streaming Jobs for Batch-Tolerant Databricks Workloads](https://www.pointfive.co/efficiency-hub/inefficiencies/always-on-structured-streaming-jobs-for-batch-tolerant-databricks-workloads)

Structured Streaming jobs are often deployed as 24x7 jobs - a continuous job trigger or a run that never ends - so that ingestion from Kafka, Auto Loader or Delta sources is processed as soon as data lands. That keeps job compute running...

Compute

## More Databricks services

- [Databricks Clusters  7](https://www.pointfive.co/efficiency-hub/cloud-services/databricks-clusters)

- [Databricks Compute  5](https://www.pointfive.co/efficiency-hub/cloud-services/databricks-compute)

- [Databricks SQL  4](https://www.pointfive.co/efficiency-hub/cloud-services/databricks-sql)

- [Databricks  3](https://www.pointfive.co/efficiency-hub/cloud-services/databricks)

- [Databricks Serverless Compute  2](https://www.pointfive.co/efficiency-hub/cloud-services/databricks-serverless-compute)

- [Delta Lake  2](https://www.pointfive.co/efficiency-hub/cloud-services/delta-lake)

- [Interactive Clusters  1](https://www.pointfive.co/efficiency-hub/cloud-services/interactive-clusters)

- [Databricks Model Serving  1](https://www.pointfive.co/efficiency-hub/cloud-services/databricks-model-serving)

- [Databricks AI Search  1](https://www.pointfive.co/efficiency-hub/cloud-services/databricks-ai-search)

- [Databricks Lakeflow Pipelines  1](https://www.pointfive.co/efficiency-hub/cloud-services/databricks-lakeflow-pipelines)

---
Source: the public page above. Product screenshots and illustrative interfaces are examples, not live customer data.