Find the source of the dirt before you scrub
Before you clean a single record, answer the question almost nobody asks: where is the dirt coming from? Scrub without answering it and you are mopping a floor while the pipe overhead keeps leaking. The answer, when you find it, is genuinely counter-intuitive and it should change your whole plan.
It is not careless typing
The instinctive culprit is sloppy manual entry, the rep who fat-fingers a company name or forgets a field. The data says otherwise, and decisively. Plauti analysed over 12 billion Salesforce records and found that API integrations, your marketing tools, web forms, and sales stack, carry an 80 per cent duplicate rate, against just 19 per cent for manual imports. Read that ratio honestly: your automations and your lead-capture forms are the single biggest source of dirt by a wide margin, not your people typing. The very plumbing you installed to save time is the thing quietly poisoning the well.
Why integrations are the worst offenders
The mechanism is simple once you see it. A web form has no idea the person filling it in already exists in your database, so unless you have told it otherwise, it creates a fresh record every time. Someone re-downloads a lead magnet they grabbed six months ago, and a Zapier or Make flow dutifully spawns a third copy of an account you already had twice. Multiply that across every form, every integration, every sync, and you get the 80 per cent figure: not malice, not carelessness, just automations faithfully doing the dumb thing because nobody fitted them with a dedupe check on the way in.
Fix the tap before you bail the bath
This reorders the work completely. The high-leverage move is not scrubbing the existing pile, it is fixing the inflow so the pile stops growing. That means a short, specific list of controls at every entry point: dedupe-on-create so a new submission matches against existing records before it spawns a copy, field validation so malformed emails and junk are caught at the door, required fields so records cannot enter half-empty, and suppression logic so known-bad addresses never make it in. These are the 1-USD-per-record interventions from the 1:10:100 rule, the cheapest possible place to spend your effort.
Map your own sources first
So before any clean-up pass, do the unglamorous mapping exercise. List every way a record can enter your CRM: each web form, each Zapier or Make integration, each list import, each manual-entry path, and the natural decay that needs no entry point at all. For each one, note whether it has dedupe-on-create and validation, or whether it is an open pipe. You will almost certainly find that two or three integrations are responsible for most of your mess. Cap those first. Fixing the tap is cheaper, more durable, and more satisfying than bailing a bath that just refills behind you.