Machine Learning & Data Science · head to head
Databricks vs inFlow

Databricks
Machine Learning & Data Science
Unified analytics platform for data engineering and data science
- From
- Free
- Rated
- -

inFlow
Inventory Management
Inventory software for small to mid-size businesses
- From
- $129/month
- Rated
- -
The short version
- Only Databricks has a free tier, so it costs nothing to try first.
- Each has a real cost: Databricks cloud compute is billed separately by the cloud provider on top of Databricks DBU charges; inFlow user interface feels outdated and difficult for new users to navigate
- They diverge on capability: Databricks covers Delta Lake, inFlow covers Easy inventory tracking.
Where they differ
Only the attributes on which Databricks and inFlow actually diverge.
| Attribute | Databricks | inFlow |
|---|---|---|
| Starting price | Free | $129/month |
| Pricing model | usage-based | Unknown |
| Free tier | Yes | No |
| Platforms | Web, Aws, Azure, Gcp | Cloud, Web, Mobile scanning app |
| Category | Machine Learning & Data Science | Inventory Management |
| Founded | 2013 | 2003 |
Identical on both: user rating (Not yet rated).
What each one covers
Drawn from each product's published feature list. An absence here means we hold no record of it - not that the product lacks it.
Only in Databricks
- Delta Lake
- Apache Spark
- MLflow
- Unity Catalog
- Photon Engine
- Collaborative Notebooks
- Auto-scaling
- AWS
Only in inFlow
- Easy inventory tracking
- Purchase order management
- Sales order management
- Low stock alerts
- Integration with accounting software
- Barcode scanning
- Email integration
- Shopify
What people use each for
The jobs each tool is most often brought in to do.
Databricks
- Running Spark data engineering pipelines on managed clustersnot inFlow
- Building a lakehouse over data in cloud object storagenot inFlow
- Training and serving machine learning models alongside the datanot inFlow
inFlow
- Simple inventory trackingnot Databricks
- Order managementnot Databricks
- Purchase controlnot Databricks
- Stock alertsnot Databricks
Where each one falls short
Documented limitations, not opinions. Every one is a constraint you would hit in normal use.
Databricks
- Cloud compute is billed separately by the cloud provider on top of Databricks DBU charges
- The free trial lasts 14 days
- Discounts require a Committed Use Contract, with larger commitments needed for larger discounts
- Azure Databricks pricing is set by Microsoft rather than by Databricks
- Security and compliance capabilities are sold as separate platform add ons rather than included in the base rate
inFlow
- User interface feels outdated and difficult for new users to navigate
- Customization options are limited with flaky screen customization functionality
- Poor performance with large or complex inventories
- Limited supply chain management features; focuses primarily on retail side
- Basic plan has limited reporting options requiring upgrades for more reports
- QuickBooks integration reported as problematic by users
- BOM costing does not automatically update when raw part costs change
- Audit trail limited to name and date, becoming insufficient as companies grow
Pricing, plan by plan
Databricks
Free- Community EditionFree
- Limited cluster
- Notebook environment
- Community support
- Standard$0.07/DBU
- Jobs compute
- SQL compute
- Standard support
inFlow
$129/month- Entrepreneur$129/month
- 2 team members
- 1 integration
- 1,200 sales orders per year
- Small Business$349/month
- 5 team members
- 3 integrations
- 12,000 sales orders per year
- Mid-Size$699/month
- 10 team members
- 5 integrations
- Unlimited sales orders
Which should you pick?
Choose Databricks if
- You need delta lake.
- You want to start without paying.
- You work on Web, Aws, Azure, Gcp.
- You also want apache spark.
Choose inFlow if
- You need easy inventory tracking.
- You work on Cloud, Web, Mobile scanning app.
- You also want purchase order management.
Questions people ask
- Is Databricks or inFlow better?
- Neither clearly leads. Databricks starts at Free and inFlow at $129/month, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
- Which is cheaper, Databricks or inFlow?
- Databricks has a free tier; the other does not. Paid plans start at Free for Databricks and $129/month for inFlow.
- Does Databricks or inFlow run on more platforms?
- Databricks runs on Web, Aws, Azure, Gcp. inFlow runs on Cloud, Web, Mobile scanning app.
- Can I use Databricks for free?
- Yes. Databricks has a free tier, so you can try it without paying. inFlow starts at $129/month.
- What is Databricks best used for?
- Databricks is most often used for running spark data engineering pipelines on managed clusters, building a lakehouse over data in cloud object storage, training and serving machine learning models alongside the data. Of those, running spark data engineering pipelines on managed clusters and building a lakehouse over data in cloud object storage are not what inFlow is typically brought in for.
- What can Databricks do that inFlow cannot?
- Databricks covers Delta Lake, Apache Spark, MLflow, Unity Catalog. inFlow covers Easy inventory tracking, Purchase order management, Sales order management, Low stock alerts.
Answered from the vendors’ own pages
inFlow: What team member limits does each inFlow plan include?
Entrepreneur plan includes 2 team members (annual billing USD 129/month), Small Business includes 5 team members (USD 349/month), and Mid-Size includes 10 team members (USD 699/month). Additional users cost USD 29-49/month.
SourceinFlow: Does inFlow include manufacturing features?
Yes. inFlow offers separate Manufacturing plans (Startup, Growth, Scale) with assembly and kit creation for product variants, starting at USD 179/month (annual billing).
SourceinFlow: How many integrations does each plan support?
Entrepreneur plan includes 1 integration, Small Business includes 3 integrations, and Mid-Size includes 5 integrations. Enterprise plan supports unlimited integrations.
SourceinFlow: Is there a free trial available?
Yes. inFlow offers a free 14-day trial without requiring a credit card.
SourceRelated pages
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- inFlow vs AWS SageMaker
- inFlow vs Google Vertex AI
- inFlow vs Azure Machine Learning
- inFlow vs DataRobot
- inFlow vs Snowflake
- inFlow vs TensorFlow
- inFlow vs Comet ML
- inFlow vs Keras
- inFlow vs MLflow
- inFlow vs Jupyter
- inFlow vs PyTorch
- inFlow vs scikit-learn
- inFlow vs Apache Spark MLlib
- inFlow vs Weights & Biases
- inFlow vs Alteryx
- inFlow vs Anaconda
- inFlow vs Dataiku
- inFlow vs DVC
- inFlow vs DEAR Inventory
- inFlow vs Katana
- inFlow vs Brightpearl
- inFlow vs Finale Inventory
- inFlow vs NetSuite
- inFlow vs Odoo Inventory
- inFlow vs Linnworks
- inFlow vs Acumatica
- inFlow vs Lightspeed Retail
- inFlow vs Megaventory
- inFlow vs Oberlo
- inFlow vs Sellbrite
- inFlow vs TradeGecko
- inFlow vs Unleashed
- inFlow vs ABC Inventory
- inFlow vs Asset Panda
- inFlow vs BlueCart
- inFlow vs ChannelAdvisor
