A cleaner handoff for exported lead data.
I led a Python-assisted workflow that reformatted ZoomInfo lead files for NetSuite-oriented downstream use.
Workflow lead · 2025–2026 · Python-assisted formatting, ZoomInfo, NetSuite context
Useful lead data arrived in a shape that created friction for the next step.
Design and lead a repeatable file-formatting workflow.
Exported B2B lead data from ZoomInfo.
A more consistent file for a NetSuite-oriented receiving process.
Managed IT and technology-services work with a practical lead-operations need.
The information was useful. Its shape did not match the receiving workflow.
A downloaded lead file is only an input. Before another system or team can use it, the file has to fit the next process closely enough to avoid a fresh round of manual rearranging.
Source 1 and HCP stakeholders defined what the downstream handoff needed. I translated that need into a project-specific, Python-assisted preparation step for ZoomInfo exports.
Three stages, with the receiving need guiding the middle.
ZoomInfo export
The source file contained the lead information, but its arrangement reflected the export—not the destination.
Python-assisted formatting
A repeatable project-specific step reorganized the file into a more consistent downstream structure.
NetSuite-oriented file
The prepared output was easier for stakeholders to move into the receiving workflow.
Treat the handoff as a business requirement, not a cosmetic cleanup.
Understand the receiving need
Start with the shape stakeholders needed for their NetSuite-oriented process rather than simply tidying the source file.
Translate the repeatable work
Move the recurring formatting logic into a Python-assisted workflow so the preparation step could be applied consistently.
Produce the usable output
Return a standardized file that reduced avoidable reformatting at the handoff point.
The improvement was in the process boundary.
Export-shaped work
The file reflected the system it came from, leaving the receiving step to absorb the mismatch.
Repeatable preparation
A defined formatting workflow handled the recurring transformation more consistently.
A clearer handoff
Stakeholders received an output arranged for the NetSuite-oriented process that followed.
This case is about file preparation between tools and teams. It demonstrates practical systems thinking without overstating the work as a larger software integration.
A standardized lead-data output and the workflow behind it.
The final value was straightforward: give the next team a more usable starting point. The prepared output and the repeatable workflow behind it were designed to reduce the reformatting stakeholders had to absorb at the handoff.
Brand context for the client work.