Data Automation & Python Script Development Built to Eliminate Manual Workflows
Your team is spending hours every week on manual CSV exports, VLOOKUP deduplication, and CRM uploads. We write custom Python pipelines that eliminate every one of those manual steps: extract from any source, transform with pandas logic, and push directly into your CRM or outbound sequencer on a schedule — silently, without error, and without a monthly subscription fee. You keep the code. It runs forever.
↳ This runs behind the scenes. You'll never see this screen — your team just sees clean data show up, automatically.
Keep your existing tech stack
Full code ownership — no lock-in
Pay after successful pipeline test
Since 2013
Engineering-Grade Data Pipelines
100%
Custom Built — No Generic Templates
$0
Ongoing Subscription Fees for Your Script
You Own It
Full Code Ownership on Handoff
Not technical? No problem. — You describe the problem; we write the code.
Tell us what you do manually · We map the automation · Pay after you see it working
The Cost of Manual Workflows
Stop Wrangling Spreadsheets. Your Data Should Flow Automatically.
Every week, thousands of sales, ops, and marketing professionals export a CSV from one platform, open it in Excel, run manual deduplication, reformat columns to match their CRM, and upload it manually. Every step is a point of failure. Every hour spent is an hour not spent closing deals. We replace fragile manual spreadsheet work with Python pipelines that run silently, reliably, and exactly on your schedule — without Zapier's task caps, without subscription bills, and without human error.
manual_workflow_audit.log
// hours lost weekly, per team member
4hrs
Avg hours per week lost to manual data workflows per team member
// CRM error rate, manual imports
23%
Average CRM data error rate from manual imports — corrupting pipelines
// recurring fees, post-handover
$0
Recurring subscription fees after we hand you the code
pipeline_vs_manual.diff
What You Actually Need
+ RI Digital Python Pipelines
− Manual Excel / Zapier
Scale
Handles millions of rows instantly via pandas vectorisation
Zapier task caps or Excel freezing at large volumes
Any website, API endpoint, or database — Selenium/Playwright/REST
Limited to pre-built app integrations in Zapier's library
Cost structure
One-time development fee — zero ongoing subscription cost
Monthly per-task subscription that scales with your data volume
Scheduling
Runs on your cron schedule — hourly, daily, triggered by event
Manual trigger or limited Zapier intervals
Code ownership
You receive the full .py files — runs independently, no lock-in
Workflow locked inside Zapier's platform
Error handling
Custom exception handling, logging, and alerts built into the script
Silent failures — often no alert when a task fails
Automation Use Cases
Six Workflows We Automate Every Week
These are the most common automation briefs we receive from B2B sales, RevOps, and marketing teams. If your manual workflow resembles any of these — or is a variation of one — we have already built the pattern. We scope and adapt it to your exact data schema, sources, and destination tools.
Automated Lead Pipeline
Extract fresh contacts from multiple sources, deduplicate against your existing CRM, and push net-new verified leads directly into HubSpot or Salesforce on a daily schedule — zero manual upload required.
Competitor Price Monitoring
Playwright-powered headless scraper that checks target competitor pricing pages on a scheduled basis and emails you a delta report when prices change — updated in seconds, not weekly manual checks.
CRM Data Sync & Enrichment
Connect two or more data platforms (e.g., HubSpot + Pipedrive + a spreadsheet) with a Python sync script that keeps records aligned — matching on email, deduping, and enriching with missing fields automatically.
Multi-Source Data Aggregation
Consolidate data from 3–10 different sources (APIs, web exports, spreadsheets) into a single clean master file. Handles column normalisation, naming convention standardisation, and conflict resolution logic.
Outbound Sequencer Injection
Automatically push a filtered subset of your clean lead database into Smartlead, Instantly, or Lemlist campaigns on a schedule — Tier-A contacts on Monday morning, Tier-B on Wednesday, with no manual loading.
Custom ETL & Reporting Automation
Extract → Transform → Load pipelines tailored to your reporting stack. Auto-generate weekly performance reports from raw API data, format them to your template, and email them to stakeholders every Monday at 08:00.
Not Just Data Pipelines — Everyday Tools for Busy Founders
No CRM. No sales team. Just one repetitive task eating your week? We build small, focused tools for exactly that. These four categories cover almost everything we're asked to build — but they're a starting point, not a limit. If it involves a computer doing something repetitive, we can probably script it.
Web & Data Extraction
Pull structured data from any website, marketplace, or directory — on a schedule or on demand.
Price & stock monitoringLead & store finderListing aggregationPublic data scraping
Document & File Processing
Extract, convert, or reformat data trapped inside PDFs, scans, and spreadsheets.
PDF data extractionExcel & CSV cleanupFormat conversionBulk file renaming
Workflow & System Automation
Connect the tools you already use so data moves between them without anyone touching it.
CRM & sequencer syncNotification triggersScheduled deliveryMulti-app data sync
Reporting & Output Generation
Turn raw exports into polished, ready-to-send deliverables — automatically.
Branded PDF / Excel reportsDashboards & summariesInvoice generationCustom templates
Whatever it is, the brief is the same: tell us the task, not the technology. We'll figure out the build.
Have an annoying weekly task that doesn't fit any of these?
Every brief we scope falls into one or more of these three engineering capability domains. Most client pipelines combine all three — extract from a live source, transform with custom logic, and push to a destination. We scope exactly which combination applies to your workflow before writing a single line of code.
Capability 01
Custom Data Extraction & Web Scraping
When a public API doesn't exist or doesn't expose what you need, we build resilient headless-browser scrapers and custom HTTP clients. These handle JavaScript-rendered content, login-gated data, pagination, and anti-bot countermeasures — delivering structured, clean output from any publicly accessible source. See also our data cleansing service for one-off cleanup work.
JavaScript-rendered page extraction (Playwright)
Large-scale crawling with rate-limiting & retries (Scrapy)
REST API integration & endpoint chaining
Scheduled execution — hourly, daily, or event-triggered
PythonPlaywrightScrapySelenium
Capability 02
Data Transformation & Intelligent Cleansing
We replace manual spreadsheet work with vectorised pandas operations that handle thousands of rows in seconds. Our scripts apply complex conditional logic — normalising job titles, merging conflicting records from multiple sources, detecting and resolving duplicates, and standardising field formats — without human intervention.
Duplicate detection across all field variants
Regex-based field normalisation & name standardisation
Multi-source merge with conflict resolution logic
Output in any schema: HubSpot, Salesforce, CSV, JSON
PythonpandasNumPy
Capability 03
CRM Sync & Outbound Sequencer Injection
Eliminate manual CSV uploads forever. We map your clean data directly to the REST API specifications of your target platform — creating new records, updating existing fields, and injecting filtered segments into outbound campaigns on the schedule you define. Pairs naturally with our email campaign service for fully managed outbound.
Direct REST API push — HubSpot, Salesforce, Pipedrive
Smartlead, Instantly, Lemlist campaign injection
Field mapping to your exact CRM schema
Scheduled, triggered, or webhook-initiated sync
REST APIsPythonJSON / OAuth
Languages, Libraries & Tools We Deploy
Python 3.x
pandas
NumPy
Playwright
Scrapy
Selenium
REST APIs
OAuth 2.0
HubSpot API
Salesforce API
Smartlead API
AWS / cron / Task Scheduler
The Build Process
Brief to Running Pipeline in 4 Steps
Every automation engagement follows the same four-stage process — from scoping your manual workflow to handing you a tested, deployment-ready Python script that you own outright.
1
Workflow Audit & Scoping
You walk us through your current manual process or describe the data outcome you need. We map the exact inputs, transformation logic required, and target destination — then scope the build precisely before any code is written.
Discovery call or async brief
2
Script Development & Integration
Our engineers write the custom Python code using the appropriate libraries — pandas, Playwright, REST API clients — and integrate securely with your platform API keys. No generic templates: built line-by-line to your specification.
Python + libraries
3
Staging & Output Review
We run the script in a sandbox environment and provide you with the exact output file or a test push to your staging CRM. You review the result against your expected schema. Payment is only due after you confirm the output is exactly right.
Review before paying
4
Deployment & Code Handoff
Once approved, we deliver the complete .py files with full documentation. We can also assist in setting up scheduled cloud execution — cron jobs, AWS Lambda, or Windows Task Scheduler — so the pipeline runs on autopilot without you touching it.
You own the code
Not technical? You don't need to be. You describe what you do manually each week; we map the automation. Most non-technical clients describe their process in a single paragraph and we take it from there.
Live Pipeline Architecture
From Raw Source to Clean Destination Automatically
Every pipeline we build follows this architecture. The exact sources, transformation rules, and destinations are configured per your brief — but the underlying flow is the same. You define the endpoints; we engineer everything in between.
↳ This is the same pipeline from the top of the page, running on autopilot — on your schedule, with zero manual steps.
Engineering Guarantee
Code Quality & Engineering Commitments
Every pipeline ships with the same non-negotiable standards — tested before you pay, fully yours after delivery, with zero recurring cost to us.
100%
Built to Your Exact Workflow
Every script we build is written specifically for your data sources, your transformation requirements, and your destination platforms. We do not resell template scripts or adapt generic pipelines. The code is tested in a sandbox environment and you review the exact output before any payment is due. Once approved, you receive the complete .py files with full documentation. No lock-in. No subscription. No ongoing fees to us. The code is yours, runs on your schedule, and we are available for maintenance or extension on request.
100% Bespoke — No Templates or Recycled Code
Sandbox Testing & Output Review Before Payment
Full Code Ownership on Delivery — Zero Lock-In
Zero Ongoing Subscription Fees from RI Digital
GDPR & CCPA Compliant Extraction Methodology
Client Results
What Clients Say About Custom Python Pipelines
1,500+ clients trust RI Digital Research with their data operations. These three speak specifically to technical accuracy, output quality, and workflow transformation.
★★★★★
Direct Client
"RI Digital Research consistently delivers work that exceeds expectations. Their professionalism, responsiveness, and the sheer quality of their verified contact data is something we've come to rely on deeply. We've placed numerous orders with them across different sectors — the quality never wavers. They are genuinely the best in this space."
Workflow automated — zero manual uploads since delivery
Jason Ritchie
Managing Director · Pacific Impact
★★★★★
Direct Client
"We've placed multiple orders with RI Digital Research across different market verticals, and the quality has been consistently outstanding every single time. The data is clean, thoroughly verified, and formatted exactly as we need it for our CRM. They take the brief seriously and never cut corners. Always great work — a truly reliable partner."
Formatted exactly to our CRM schema on first run
Doug Clemons
VP Operations · Robotic Assistance Devices
★★★★★
Direct Client
"An exceptional service provider who organised a list of addresses with outstanding attention to detail, significant dedication, and exceptional care. Thank you!!"
Complex dataset processed with exceptional technical precision
Everything answered honestly. If yours isn't here, reach out — we respond within 2 hours.
Do I pay a monthly subscription fee for the script after you build it?
No. We charge a one-time development fee per script or pipeline. Once built and handed over, you own the code outright and there are no ongoing fees from RI Digital Research. Any third-party services your script connects to (e.g., HubSpot, AWS Lambda) have their own pricing — we scope those costs before building so there are no surprises.
Can you push data directly into my CRM?
Yes. We connect to the REST APIs of HubSpot, Salesforce, Pipedrive, Zoho, Smartlead, Instantly, and Lemlist — creating new records, updating existing fields, and injecting lead segments directly into outbound campaigns. We map the data to your exact CRM field schema so there is no reformatting after delivery.
I am not technical. Can you still help me?
Yes — and most of our clients are not technical. You describe what you currently do manually (export a CSV, paste it into a spreadsheet, upload it to HubSpot…) and we map the automation. You do not need to understand Python, APIs, or code. You review the output — does the data look right, does it arrive in the right place — and pay only after that confirmation. The technical complexity is entirely on our side.
Do you only build large data pipelines, or can you build one small tool?
Plenty of our clients don't have a CRM or sales team at all — they just have one specific, repetitive task that's eating their time. A web scraper that checks a competitor's price daily. A script that pulls line items out of 200 PDF invoices. A tool that masks sensitive columns in a spreadsheet before it's shared externally. These one-off utility scripts typically take 3–5 business days and follow the exact same pay-after-testing model as a full pipeline build.
How do I run the script once you deliver it?
We provide several options depending on your comfort level: (1) You run it manually from your local machine by double-clicking a wrapper executable — no terminal knowledge required. (2) We set up a scheduled Windows Task Scheduler or macOS cron job so it runs automatically on your PC. (3) For fully automated "cloud execution," we assist in deploying to AWS Lambda, Google Cloud Functions, or a basic VPS — so the script runs on your schedule with zero manual intervention.
Is custom web scraping legal?
We build extraction pipelines exclusively for publicly accessible business data — data visible to any user without authentication. We adhere to strict rate-limiting to avoid overloading target servers, and we do not extract private, personal, or login-gated data. All pipelines are GDPR and CCPA compliant. We do not build scrapers for data that is explicitly prohibited from scraping by a site's Terms of Service.
Can you automate a workflow I use tools like Zapier or Make for?
Almost certainly yes, and almost certainly better. Zapier is limited to its pre-built integrations, has per-task pricing that scales expensively at volume, and cannot handle complex conditional logic or large data transformations. A custom Python script handles millions of rows, applies any logic you define, connects to any API, and costs a one-time development fee with no ongoing per-task charges. We assess your exact Zapier workflow in the scoping call and confirm whether automation adds meaningful value before committing.
How long does it take to build a custom script?
Simple single-step scripts (e.g., a CSV cleaner or a basic API push) are typically scoped, built, and delivered within 3–5 business days. Multi-step pipelines (extract + transform + sync) typically take 5–10 business days. Complex enterprise pipelines with multiple data sources, conditional routing, and cloud deployment are scoped with a specific timeline before starting. We do not over-promise on timelines — you receive a fixed delivery estimate at scoping.
Can you maintain or extend the script after delivery?
Yes. We offer maintenance and extension on request — either as a fixed-fee additional build or as part of an ongoing retainer for clients with regularly evolving automation needs. Common extension requests include: adding new data sources to an existing pipeline, updating field mappings when a CRM schema changes, or adding new destination endpoints. Because you receive the full commented source code, any competent developer can also maintain it independently if preferred.
Ready to Automate?
Tell Us What You Do Manually. We'll Automate It.
You don't need to know what the automation looks like. Describe your current manual process, the data you work with, and where you want it to end up. We will scope the pipeline, estimate the build time, and deliver a working script you test before paying.
1,500+ repeat clients trust our engineering team
Pay only after your pipeline test succeeds
Full code ownership — every script, yours forever
No ongoing subscription fees — ever
Scope My Automation Brief
Describe your manual process — we'll map the automation and reply with a build estimate.
No payment until tested
Full source code included
Reply within 24 hours
