Softwr

Inventory Management · head to head

inFlow vs Apache Spark MLlib

inFlow logo

inFlow

Inventory Management

Inventory software for small to mid-size businesses

From
$129/month
Rated
-
Full reviewWebsite
Apache Spark MLlib logo

Apache Spark MLlib

Machine Learning & Data Science

Scalable machine learning on Apache Spark

From
Free
Rated
-
Full reviewWebsite

The short version

  • Only Apache Spark MLlib has a free tier, so it costs nothing to try first.
  • Each has a real cost: inFlow user interface feels outdated and difficult for new users to navigate; Apache Spark MLlib apache Spark MLlib is Apache 2.0 licensed and free with no paid tier from the Apache project itself; SLA-backed support has to be sourced from a third party such as a managed Spark vendor rather than from Apache.
  • They diverge on capability: inFlow covers Easy inventory tracking, Apache Spark MLlib covers Classification.

Where they differ

Only the attributes on which inFlow and Apache Spark MLlib actually diverge.

Attributes where inFlow and Apache Spark MLlib differ
AttributeinFlowApache Spark MLlib
Starting price$129/monthFree
Pricing modelUnknownopen-source
Free tierNoYes
PlatformsCloud, Web, Mobile scanning appLinux, macOS, Windows
CategoryInventory ManagementMachine Learning & Data Science
Founded20031999

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 inFlow

  • Easy inventory tracking
  • Purchase order management
  • Sales order management
  • Low stock alerts
  • Integration with accounting software
  • Barcode scanning
  • Email integration
  • Shopify

Only in Apache Spark MLlib

  • Classification
  • Regression
  • Clustering
  • Collaborative filtering
  • Feature engineering
  • Apache Spark
  • Hadoop
  • Kafka

What people use each for

The jobs each tool is most often brought in to do.

inFlow

  • Simple inventory trackingnot Apache Spark MLlib
  • Order managementnot Apache Spark MLlib
  • Purchase controlnot Apache Spark MLlib
  • Stock alertsnot Apache Spark MLlib

Apache Spark MLlib

  • Large-scale distributed machine learning on Spark clustersnot inFlow
  • Classification and regression with decision trees, random forests, gradient-boosted treesnot inFlow
  • Clustering with K-means and Gaussian Mixture Modelsnot inFlow

Where each one falls short

Documented limitations, not opinions. Every one is a constraint you would hit in normal use.

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

Apache Spark MLlib

  • Apache Spark MLlib is Apache 2.0 licensed and free with no paid tier from the Apache project itself; SLA-backed support has to be sourced from a third party such as a managed Spark vendor rather than from Apache.

Pricing, plan by plan

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

Apache Spark MLlib

Free

No published plan breakdown. See the Apache Spark MLlib review.

Which should you pick?

Choose inFlow if

  • You need easy inventory tracking.
  • You work on Cloud, Web, Mobile scanning app.
  • You also want purchase order management.
inFlow review

Choose Apache Spark MLlib if

  • You need classification.
  • You want to start without paying.
  • You work on Linux, macOS, Windows.
  • You also want regression.
Apache Spark MLlib review

Questions people ask

Is inFlow or Apache Spark MLlib better?
Neither clearly leads. inFlow starts at $129/month and Apache Spark MLlib at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, inFlow or Apache Spark MLlib?
Apache Spark MLlib has a free tier; the other does not. Paid plans start at $129/month for inFlow and Free for Apache Spark MLlib.
Does inFlow or Apache Spark MLlib run on more platforms?
inFlow runs on Cloud, Web, Mobile scanning app. Apache Spark MLlib runs on Linux, macOS, Windows.
Can I use Apache Spark MLlib for free?
Yes. Apache Spark MLlib has a free tier, so you can try it without paying. inFlow starts at $129/month.
What is inFlow best used for?
inFlow is most often used for simple inventory tracking, order management, purchase control, stock alerts. Of those, simple inventory tracking and order management are not what Apache Spark MLlib is typically brought in for.
What can inFlow do that Apache Spark MLlib cannot?
inFlow covers Easy inventory tracking, Purchase order management, Sales order management, Low stock alerts. Apache Spark MLlib covers Classification, Regression, Clustering, Collaborative filtering.

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.

Source
inFlow: 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).

Source
inFlow: 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.

Source
inFlow: Is there a free trial available?

Yes. inFlow offers a free 14-day trial without requiring a credit card.

Source
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Related pages

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