This document provides an overview of integrating Python with FME for enhanced data automation, outlining its advantages and various integration methods including scripts and external IDE usage. It emphasizes troubleshooting, installation of Python packages, and highlights upcoming events related to data integration. Resources for further learning and community engagement are also shared.

1. Integrating FME with
Python: Tips, Demos, and
Best Practices for
Powerful Automation

2. Crystal
Fitzpatrick
Technical Support
Specialist, FME Form
Ali
Mokheamer
Technical Support
Specialist, FME Form

3. Peak of Data Integration 2025
Seattle, WA | May 6–8, 2025
● Abstracts due Nov 29th, 2024
○ All levels FME proficiency welcome
○ 15 & 25 min options (incl. Q&A)
○ Special speaker rate for accepted talks
● Registration is open!
peakofdataintegration.com

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6. Agenda
1 Introduction
2 Integrating Python with FME
3 Tips and Troubleshooting
4 Conclusion, Resources, and Next Steps
5 Q&A
Agenda

7. Poll:
How often do you use
Python in FME?

8. 1
Introduction

9. ● Python is a scripting language
What is Python?
Python and FME Basics, Python FME API
documentation
Why is Python attractive?
● Free and open source
● Extensive documentation
● Compatible with many GIS applications
● Cross-platform language

10. Python can be cumbersome.
When using Python on its own to develop data integration solutions, it can be:
● Time-consuming
● Hard to manage (dependencies, scripts, etc.)
● Slower development time
Python and FME Basics

11. Integrate Python in FME
to extend functionality.

12. Reasons for using Python
in FME:
● Performing operations that FME workbench
doesn’t support
● Leverage third party modules and libraries
● Call or run a workspace via script (outside FME
Workbench with an Integrated Development
Environment(IDE))
● Migrate ArcPy or other Python scripts
● Automate data tasks
● And more…
Python and FME Basics
However…

13. Ref: FME Transformers Documentation
Can it be done using FME
transformers instead of Python?

14. One platform, two technologies
FME Form FME Flow
Data Movement and transformations
(“ETL”) workflows are built here.
Brings life to FME Form workflows
FME Flow Hosted
Safe Software managed FME Flow
fme.safe.com/platform
FME Enterprise Integration Platform
Safe & FME

15. 2
Integrating
Python with FME

16. Ways of integrating Python with FME
● Startup and shutdown scripts, scripted parameters, PythonCaller &
PythonCreator
● Demo on ArcPy within FME
● Using FME’s AI Assist to optimize your workflows
● Tackle Python package installations using the command line (pip)
● Import FME Objects for external IDEs

17. Startup and
Shutdown
Scripts

18. Startup Scripts
● Check database connection
● Move data
● Scan log for particular message
or condition
● Capture translation stats
● Define global python variables
● Pre-translation check
Ref: Startup Python Scripts in FME

19. Shutdown Scripts
● Write to a translation history log
● Can access a number of global
variables which FME creates
● Open output dataset with default
application
● Send email if the translation fails
Tip: A shutdown script should not use any
modules from the FME Objects Python API
Ref: Shutdown Python Scripts in FME
1
2

20. Scripted
Parameters

21. Scripted Parameters
● Run before Startup Scripts
● Set a parameter in FME
derived or calculated from
another parameter
● Give output a unique name
Ref: Python Scripted Parameters in FME

22. PythonCaller
& Python
Creator

23. PythonCaller & Python
Creator
● Make changes to features or groups
of features using Python script
Tip: Import all essential modules
Tip: Make sure to remember to change the
class to process feature to the class name in
the script (2) and to expose the attribute
created in the script (3)
Ref: PythonCaller Transformer

24. ArcPy
Demo

25. ● Make use of ArcGIS geoprocessing
tools
● Export python scripts from
ModelBuilder
Why use ArcPy in FME?

26. Slide Title
Use ArcPy in
PythonCaller to
run Kriging
Spatial Analyst
tool.
Goal Block Key
ArcPy Demo
Result
Not as
straightforward
to do with FME.
May take many
more steps.
Use ArcPy Script
in PythonCaller
to use Kriging
tool within FME.
The ArcPy script
and FME
workspace can
be used again for
multiple
datasets.

27. Demo

28. ● PythonCaller to run Kriging Spatial
Analyst tool
● ArcPy within FME: very beneficial for
utilizing ArcGIS geoprocessing tools
Tips: Ensure workspace Python Compatibility
parameter is set to the interpreter installed by
ArcGIS and that you have a valid ArcGIS
license on your machine
Key Takeaways
Ref: Using Arcpy for FME Feature Processing

29. AI Assist

30. ● Helpful if you are new to python
● Generate code, refine code, explain
code and add comments
● Explanation can be helpful for
troubleshooting
Tip: Look at the AI Assist help documentation
“Generating Python” for help with generating
prompts
Tip: Review the output before using in your
script
AI Assist
Ref: AI Assist
1
2
3

31. Installing
Python
Packages

32. ● FME 2020.1 +
Windows
fme.exe python -m pip install <package_name>
Mac/Linux
./fme python -m pip install <package_name>, ./fme python -m pip install
<package_name> [--system]
● < FME 2020.1
Windows
fme.exe python -m pip install <package_name> --target <package_destination_folder>
Linux/Mac
./fme python -m pip install <package_name> --system --target
<package_destination_folder>
Python Packages
Installing Python Packages to FME Form

33. FME ships with the Standard Python Library.
● You can use Python module like import os, pathlib, csv etc
Python Standard Library
Third-party modules
● Must be installed via a package and imported (same Python version)
● To upload a module to Flow: EnginePluginspython##[#]
Python Modules

34. Installing the
pyfiglet package
into an FME
Python directory
Goal Block Key
Installing Packages Demo
Result
It can be
confusing where
particular
packages reside
Using pip (pypi)
via command
prompt to install
packages
Have packages
installed in FME
directories

35. Demo

36. ● Make sure to place packages in the right
Python version directory (e.g.,
python312 - use 2024.1 fme.exe)
● Make sure to set your compatibility
setting to the correct version before
importing a module (bundled with mac)
Key Takeaways
Using Python with FME Flow

37. Importing
FME Objects
into an
External IDE

38. ● Make sure to add an interpreter that is not
FME’s (system interpreter)
● The Python interpreter version must be one
that is supported by the FME version used.
The bit-version must also match
Importing modules into PyCharm
Use PyCharm as FMEObjects Python IDE

39. Slide Title
Importing the
FME Objects
module into
PyCharm
Goal Block Key
Importing FME Objects into PyCharm Demo
Result
It can be
cumbersome to
set up
Imported via Local
and Project
Interpreter Settings
Able to run a
workspace with the
FMEObjects
module in PyCharm

40. Demo

41. ● Make sure to add FME_HOME as an
environment variable
● Test the import to make sure its
readable
● fmebootstrap library was created
to help resolve load-time
dependencies.
Key Takeaways

42. 3
Tips and
Troubleshooting

43. Tips: Python Packages and Modules
Confirm…
1. Modules are imported in their script(s)
2. 3rd-party packages are installed in the right python version directory
i.e., python311 in C:Users<user>DocumentsFMEPluginsPythonpython311 |
~/.fme/Plugins/Python/python<version> | ~/Library/Application
Support/FME/Plugins/Python/python<version>
3. Python Exception <ModuleNotFoundError>
No module named ‘x’ may be caused by the system path variable, python interpreter, or multiple
python versions conflicting (Ref: No Module Named ArcPy: Importing Esri's ArcPy for Use with FME)
Installing Python Packages to FME Form,
Importing Custom Python Modules to FME Flow

44. Tips: Python Troubleshooting
1. Check version compatibility
2. Check Python Interpreter for Python versioning
3. Ensure system path variables are correct
4. Workspaces authored on one machine may not work on another machine if they depend
on custom Python libraries
Python Troubleshooting

45. Tips: Common HTTPS/SSL Issues
FME’s Python Interpreter may use the System Truststore or
Certifi’s collection of Root Certificates.
If using self-signed or private CA (Certificate Authority)
certificates
● they need to be manually added to cacert.pem or the
system truststore.
● Watch out for certificate expiry.
If you are experiencing SSL issues only then should you attempt
importing certificates.

46. Tips: Going from Form to Flow
1. Python Exception <ModuleNotFoundError>
No module named ‘example’ is sometimes caused by the extraction process not
completing successfully in Resources > Engine
(Ref: FME Server and Packages: Python Exception <ModuleNotFoundError>)
2. When a job is submitted on FME Flow via the FMEFlowJobSubmitter with "Submit Jobs" =
In Sequence and "Wait for Jobs to Complete" = Yes, the job gets stuck in the queued state.
(Ref: Known Issue: Python mismatch causes sequenced child workspaces to stay in
queue forever)
Using Python with FME Flow, Importing Custom
Python Modules to FME Flow

47. 4
Conclusion

48. Summary
● Python is great to add logic that’s not
available (make sure there is logic)
● Additional functionality to workspaces (e.g.,
Startup scripts)
● Install packages not shipped with FME via
download or pip
● Run scripts outside FME with an IDE or
other program of your choice
Python Articles

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50. 5
Resources

51. ● Python and FME Basics
● Python Troubleshooting
● AI Assist in FME FAQ
Python Resources

52. Get our Ebook
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Resources

54. 6
Next Steps

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● Abstracts due Nov 29th, 2024
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○ 15 & 25 min options (incl. Q&A)
○ Special speaker rate for accepted talks
● Registration is open!
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58. 7
Q&A

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