Best of 1970 · Editorial ranking

Best Python software in 1970

Python tools.

ED
By A2Key EditorialUpdated July 16, 2026
25 products rankedVerified merchant pricesIndependently tested
Editor's #1 Pick
PyCharm Professional logo
PyCharm Professional
Teams that want a widely-adopted, low-risk choice

An advanced Python IDE designed for professional web development and data science workflows.

4.5 · 500 reviewssubscription
Pros
  • Consistently top-rated by verified users
  • Large review base (500+)
  • An advanced Python IDE designed for professional web development and data science workf…
Cons
  • No verified merchant offer live right now

The rest of the top 25

  1. 2
    pyinstaller logo
    pyinstaller
    Individuals and small teams starting free
    Score9/100

    Bundle a Python application and all its dependencies

    Pros
    • Free tier for evaluation
    • Bundle a Python application and all its dependencies
    Cons
    • Smaller review sample — verify fit for your use case
    • No verified merchant offer live right now
    From:
    0.0 · 0
    View details
  2. 3
    Pynsource logo
    Pynsource
    Individuals and small teams starting free
    Score9/100

    Reverse engineer Python source code into UML

    Pros
    • Free tier for evaluation
    • Reverse engineer Python source code into UML
    Cons
    • Smaller review sample — verify fit for your use case
    • No verified merchant offer live right now
    From:
    0.0 · 0
    View details
  3. 4
    awesome-python logo
    awesome-python
    Individuals and small teams starting free
    Score9/100

    An opinionated list of Python frameworks, libraries, tools, and resources

    Pros
    • Free tier for evaluation
    • An opinionated list of Python frameworks, libraries, tools, and resources
    Cons
    • Smaller review sample — verify fit for your use case
    • No verified merchant offer live right now
    From:
    0.0 · 0
    View details
  4. 5
    pyside logo
    pyside
    Individuals and small teams starting free
    Score9/100

    Official Python bindings for Qt

    Pros
    • Free tier for evaluation
    • Official Python bindings for Qt
    Cons
    • Smaller review sample — verify fit for your use case
    • No verified merchant offer live right now
    From:
    0.0 · 0
    View details
  5. 6
    overturemaps logo
    overturemaps
    Individuals and small teams starting free
    Score9/100

    Python tools for interacting with Overture Maps data

    Pros
    • Free tier for evaluation
    • Python tools for interacting with Overture Maps data
    Cons
    • Smaller review sample — verify fit for your use case
    • No verified merchant offer live right now
    From:
    0.0 · 0
    View details
  6. 7
    RStudio logo
    RStudio
    Individuals and small teams starting free
    Score9/100

    Data science software focusing on R and Python

    Pros
    • Free tier for evaluation
    • Data science software focusing on R and Python
    Cons
    • Smaller review sample — verify fit for your use case
    • No verified merchant offer live right now
    From:
    0.0 · 0
    View details
  7. 8
    cffi logo
    cffi
    Individuals and small teams starting free
    Score9/100

    C Foreign Function Interface for Python

    Pros
    • Free tier for evaluation
    • C Foreign Function Interface for Python
    Cons
    • Smaller review sample — verify fit for your use case
    • No verified merchant offer live right now
    From:
    0.0 · 0
    View details
  8. 9
    lorem logo
    lorem
    Individuals and small teams starting free
    Score9/100

    Python generator for the console

    Pros
    • Free tier for evaluation
    • Python generator for the console
    Cons
    • Smaller review sample — verify fit for your use case
    • No verified merchant offer live right now
    From:
    0.0 · 0
    View details
  9. 10
    archey4 logo
    archey4
    Individuals and small teams starting free
    Score9/100

    Simple system information tool written in Python

    Pros
    • Free tier for evaluation
    • Simple system information tool written in Python
    Cons
    • Smaller review sample — verify fit for your use case
    • No verified merchant offer live right now
    From:
    0.0 · 0
    View details
  10. 11
    Thonny logo
    Thonny
    Individuals and small teams starting free
    Score9/100

    Python IDE for beginners

    Pros
    • Free tier for evaluation
    • Python IDE for beginners
    Cons
    • Smaller review sample — verify fit for your use case
    • No verified merchant offer live right now
    From:
    0.0 · 0
    View details
  11. 12
    wxpython logo
    wxpython
    Individuals and small teams starting free
    Score9/100

    Python bindings for wxWidgets

    Pros
    • Free tier for evaluation
    • Python bindings for wxWidgets
    Cons
    • Smaller review sample — verify fit for your use case
    • No verified merchant offer live right now
    From:
    0.0 · 0
    View details
  12. 13
    pillow logo
    pillow
    Individuals and small teams starting free
    Score9/100

    Friendly PIL fork (Python Imaging Library)

    Pros
    • Free tier for evaluation
    • Friendly PIL fork (Python Imaging Library)
    Cons
    • Smaller review sample — verify fit for your use case
    • No verified merchant offer live right now
    From:
    0.0 · 0
    View details
  13. 14
    marimo logo
    marimo
    Individuals and small teams starting free
    Score9/100

    A reactive notebook for Python — run reproducible experiments, query with SQL, execute as a script, deploy as an app, and version with git. Stored as pure Python. All in a modern, AI-native editor.

    Pros
    • Free tier for evaluation
    • A reactive notebook for Python — run reproducible experiments, query with SQL, execute …
    Cons
    • Smaller review sample — verify fit for your use case
    • No verified merchant offer live right now
    From:
    0.0 · 0
    View details
  14. 15
    mypy logo
    mypy
    Individuals and small teams starting free
    Score9/100

    Optional static typing for Python

    Pros
    • Free tier for evaluation
    • Optional static typing for Python
    Cons
    • Smaller review sample — verify fit for your use case
    • No verified merchant offer live right now
    From:
    0.0 · 0
    View details
  15. 16
    go-prompt logo
    go-prompt
    Individuals and small teams starting free
    Score9/100

    Building powerful interactive prompts in Go, inspired by python-prompt-toolkit.

    Pros
    • Free tier for evaluation
    • Building powerful interactive prompts in Go, inspired by python-prompt-toolkit.
    Cons
    • Smaller review sample — verify fit for your use case
    • No verified merchant offer live right now
    From:
    0.0 · 0
    View details
  16. 17
    pipx logo
    pipx
    Individuals and small teams starting free
    Score9/100

    Install and Run Python Applications in Isolated Environments

    Pros
    • Free tier for evaluation
    • Install and Run Python Applications in Isolated Environments
    Cons
    • Smaller review sample — verify fit for your use case
    • No verified merchant offer live right now
    From:
    0.0 · 0
    View details
  17. 18
    libvirt-python logo
    libvirt-python
    Individuals and small teams starting free
    Score9/100

    Libvirt virtualization API python binding

    Pros
    • Free tier for evaluation
    • Libvirt virtualization API python binding
    Cons
    • Smaller review sample — verify fit for your use case
    • No verified merchant offer live right now
    From:
    0.0 · 0
    View details
  18. 19
    micropython logo
    micropython
    Individuals and small teams starting free
    Score9/100

    Python implementation for microcontrollers and constrained systems

    Pros
    • Free tier for evaluation
    • Python implementation for microcontrollers and constrained systems
    Cons
    • Smaller review sample — verify fit for your use case
    • No verified merchant offer live right now
    From:
    0.0 · 0
    View details
  19. 20
    glom logo
    glom
    Individuals and small teams starting free
    Score9/100

    ☄️ Python's nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it! ☄️

    Pros
    • Free tier for evaluation
    • ☄️ Python's nested data operator (and CLI), for all your declarative restructuring need…
    Cons
    • Smaller review sample — verify fit for your use case
    • No verified merchant offer live right now
    From:
    0.0 · 0
    View details
  20. 21
    snakemake logo
    snakemake
    Individuals and small teams starting free
    Score9/100

    Pythonic workflow system

    Pros
    • Free tier for evaluation
    • Pythonic workflow system
    Cons
    • Smaller review sample — verify fit for your use case
    • No verified merchant offer live right now
    From:
    0.0 · 0
    View details
  21. 22
    grex logo
    grex
    Individuals and small teams starting free
    Score9/100

    A command-line tool and Rust library with Python bindings for generating regular expressions from user-provided test cases

    Pros
    • Free tier for evaluation
    • A command-line tool and Rust library with Python bindings for generating regular expres…
    Cons
    • Smaller review sample — verify fit for your use case
    • No verified merchant offer live right now
    From:
    0.0 · 0
    View details
  22. 23
    ibis logo
    ibis
    Individuals and small teams starting free
    Score9/100

    the portable Python dataframe library

    Pros
    • Free tier for evaluation
    • the portable Python dataframe library
    Cons
    • Smaller review sample — verify fit for your use case
    • No verified merchant offer live right now
    From:
    0.0 · 0
    View details
  23. 24
    Rodeo logo
    Rodeo
    Individuals and small teams starting free
    Score9/100

    Data science IDE for Python

    Pros
    • Free tier for evaluation
    • Data science IDE for Python
    Cons
    • Smaller review sample — verify fit for your use case
    • No verified merchant offer live right now
    From:
    0.0 · 0
    View details
  24. 25
    psycopg logo
    psycopg
    Individuals and small teams starting free
    Score9/100

    New generation PostgreSQL database adapter for the Python programming language

    Pros
    • Free tier for evaluation
    • New generation PostgreSQL database adapter for the Python programming language
    Cons
    • Smaller review sample — verify fit for your use case
    • No verified merchant offer live right now
    From:
    0.0 · 0
    View details

Side-by-side comparison

All 25 tools at a glance — average rating 0.2 across 500 verified reviews.

RankProductRatingReviewsScorePricingFrom
#1PyCharm Professional4.550085subscriptionView →
#2pyinstaller0.009freeView →
#3Pynsource0.009freeView →
#4awesome-python0.009freeView →
#5pyside0.009freeView →
#6overturemaps0.009freeView →
#7RStudio0.009freeView →
#8cffi0.009freeView →
#9lorem0.009freeView →
#10archey40.009freeView →
#11Thonny0.009freeView →
#12wxpython0.009freeView →
#13pillow0.009freeView →
#14marimo0.009freeView →
#15mypy0.009freeView →
#16go-prompt0.009freeView →
#17pipx0.009freeView →
#18libvirt-python0.009freeView →
#19micropython0.009freeView →
#20glom0.009freeView →
#21snakemake0.009freeView →
#22grex0.009freeView →
#23ibis0.009freeView →
#24Rodeo0.009freeView →
#25psycopg0.009freeView →
How we rank

Our ranking methodology

40%
Verified user reviews

Recency-weighted average from purchase-verified reviewers.

30%
Rating velocity

Growth in review count over the last 90 days.

20%
Price competitiveness

Live lowest verified merchant offer vs category median.

10%
Product depth

Feature coverage relative to category benchmarks.

Listings refresh daily from live merchant feeds. Sponsored placements are always labelled and never affect rank order. See our editorial policy.

Frequently asked questions

What is the best python software in 1970?

PyCharm Professional ranks #1 in our editorial review, based on verified user reviews, live merchant pricing, and product depth. See the full ranking above for #2–#25.

How does A2Key rank python software?

Our editorial score combines verified user reviews (40%), rating velocity over the last 90 days (30%), price competitiveness against live merchant offers (20%), and product depth against category benchmarks (10%). Sponsored placements are always labelled and never affect rank order.

Is there a free python option?

Yes — several products in this list offer a free or freemium tier. Check each product page for current plan details.

Buyer's guide

How to choose the right python tool

Selecting the right python platform is rarely about picking the market leader — it's about matching the tool to the shape of your team, workflow, and budget. Below we've broken down the questions we ask when evaluating 25 products in this category, so you can shortcut weeks of vendor demos and free-trial fatigue.

Define the primary job

Write down the single outcome you need — faster onboarding, lower cost per seat, better integrations. A python tool that wins on one dimension usually loses on another; pick your dimension first.

Map your team size

Small teams (1–10) reward simplicity and per-seat pricing. Mid-market teams (10–200) need SSO, granular roles, and audit logs. Enterprise buyers should shortlist only vendors with published SOC 2 reports.

Score total cost of ownership

The sticker price is the smallest number. Add implementation, migration, add-on modules, training, and the eventual switching cost. Multiply year-one pricing by three for a realistic 3-year TCO.

Stress-test the integrations

The tools you already run — CRM, billing, identity, data warehouse — dictate what will work. Any shortlist candidate that can't native-integrate with your top 3 systems is a soft no.

Feature checklist

Key features to look for in 1970

We scored every python vendor on the shortlist against the same feature matrix. If a candidate misses more than two of these, we recommend moving on — the category has matured enough that all of these should be table stakes.

  • Native SSO / SAML with major identity providers
  • Granular role-based permissions and audit logs
  • REST + webhook API with published rate limits
  • Data export in open formats (CSV, JSON) — no lock-in
  • Regional data residency (US, EU, UK) options
  • Published uptime SLA and status page history
  • In-app customer support with < 24h first response
  • Transparent public pricing, not sales-gated tiers
Pricing tiers

What each pricing tier actually gets you

Free / Freemium
$0

Enough for solo users and evaluators. Expect capped seats, no SSO, community support only. Great for validating that python fits your workflow before spending.

Team / Pro
$10–$40 / seat

The sweet spot for most 10–100 person teams. Full feature access, standard integrations, email support, and typically monthly billing with no commit.

Business / Enterprise
Custom

Adds SSO, SCIM provisioning, advanced permissions, dedicated support, and legal review of DPAs. Annual contracts, often 20–40% higher than list.

Who uses this

Common use cases and buyer profiles

Startup founders

Need a python tool that scales from 3 to 30 seats without a re-platform. Favor freemium + self-serve.

Operations leaders

Prioritise automation, integrations with the existing stack, and reporting dashboards leadership can read at a glance.

IT & security teams

Focus on SSO, audit trails, data residency, and DPA / SOC 2 documentation before the contract is signed.

Red flags

Red flags to avoid when shortlisting

  • ×No public pricing page — always leads to inflated quotes.
  • ×No published changelog or roadmap in the last 90 days.
  • ×Support gated behind the top pricing tier.
  • ×Contract auto-renew clause longer than 30 days notice.
  • ×No native data export — you'll be locked in.
  • ×Reviews concentrated on a single date (paid campaign signal).
Glossary

Terms every python buyer should know

SSO (Single Sign-On)
Lets employees sign in with your identity provider (Okta, Google, Microsoft) instead of a separate password.
SCIM provisioning
Automates creating and deprovisioning user accounts based on your HR or identity system.
SOC 2 Type II
Third-party attestation that a vendor's security controls actually operated over a 6–12 month period.
DPA (Data Processing Agreement)
Contract required under GDPR when a vendor processes personal data on your behalf.
TCO (Total Cost of Ownership)
The full 3-year cost including licenses, implementation, training, and switching costs — not just the sticker.
SLA (Service Level Agreement)
Contractual uptime and response-time commitments — check the credit clauses, not just the percentage.

Ready to pick a python tool?

Start with our #1 pick, PyCharm Professional, or browse the full ranking above. Every product page shows live merchant prices, verified reviews, and side-by-side comparison against category alternatives.

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