LakeSentryDark Lake
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Related Products
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About
LakeSentry is cost monitoring and optimization software for teams running Databricks. It connects to your Databricks environment and automatically attributes spend across workspaces, jobs, SQL warehouses, and users, so platform and FinOps teams see exactly where every dollar goes without manual investigation.
Beyond visibility, LakeSentry continuously detects cost anomalies and idle waste, and applies optimization actions through a safe, progressive workflow — shadow mode (recommendations only), then manual approval, then optional
fully automated execution. Delivered as SaaS with a free tier; paid plans are flat monthly, with no per-DBU surcharge and no per-workspace fees.
Feature list:
- Automatic cost attribution across workspaces, jobs, SQL warehouses, users
- Real-time anomaly and idle-waste detection
- Progressive optimization: shadow → manual → autopilot
- Databricks-native: Unity Catalog usage and cluster lifecycle aware
- Flat pricing, unlimited workspaces
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About
Zipher is an autonomous optimization platform specifically designed to improve the performance and cost efficiency of Databricks workloads by eliminating manual tuning and resource management and continuously adjusting clusters in real time. It uses proprietary machine learning models and the only Spark-aware scaler that actively learns and profiles workloads to adjust cluster resources, select optimal configurations for every job run, and dynamically tune settings like hardware, Spark configs, and availability zones to maximize efficiency and cut waste. Zipher continuously monitors evolving workloads to adapt configurations, optimize scheduling, and allocate shared compute resources to meet SLAs, while providing detailed cost visibility that breaks down Databricks and cloud provider costs so teams can identify key cost drivers. It integrates seamlessly with major cloud service providers including AWS, Azure, and Google Cloud and works with common orchestration and IaC tools.
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Platforms Supported
Windows
Not Supported
Mac
Not Supported
Linux
Not Supported
Cloud
Supported
On-Premises
Not Supported
iPhone
Not Supported
iPad
Not Supported
Android
Not Supported
Chromebook
Not Supported
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Platforms Supported
Windows
Not Supported
Mac
Not Supported
Linux
Not Supported
Cloud
Supported
On-Premises
Not Supported
iPhone
Not Supported
iPad
Not Supported
Android
Not Supported
Chromebook
Not Supported
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Audience
FinOps, Platform Engineers, Cloud engineers, Databricks users
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Audience
Data engineering and cloud infrastructure teams who run Databricks workloads and want to automate performance tuning and cost optimization with minimal manual effort
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Support
Phone Support
Not Supported
24/7 Live Support
Not Supported
Online
Supported
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Support
Phone Support
Not Supported
24/7 Live Support
Not Supported
Online
Supported
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API
Offers API
Not Supported
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API
Offers API
Supported
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Screenshots and VideosNo images available
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Pricing
$250/month
Free Version
Supported
Free Trial
Not Supported
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Pricing
No information available.
Free Version
Not Supported
Free Trial
Supported
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Reviews/
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Reviews/
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Training
Documentation
Supported
Webinars
Supported
Live Online
Supported
In Person
Supported
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Training
Documentation
Supported
Webinars
Not Supported
Live Online
Not Supported
In Person
Not Supported
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Company InformationDark Lake
Founded: 2026
United States
darklakeside.com
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Company InformationZipher
Founded: 2023
United States
zipher.cloud/
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Categories |
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Integrations
Databricks
Supported
Amazon Web Services (AWS)
Not Supported
Apache Airflow
Not Supported
Azure Data Factory
Not Supported
Google Cloud Platform
Not Supported
Microsoft Azure
Not Supported
Slack
Not Supported
Terraform
Not Supported
dbt
Not Supported
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Integrations
Databricks
Supported
Amazon Web Services (AWS)
Supported
Apache Airflow
Supported
Azure Data Factory
Supported
Google Cloud Platform
Supported
Microsoft Azure
Supported
Slack
Supported
Terraform
Supported
dbt
Supported
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