A CRM is a record of what was captured
A contact record can tell you when someone entered the system. It may not tell you when they first became aware of the company or what helped them form an opinion. That becomes especially important when data is moved between tools, opportunities are created manually, or sales conversations happen without structured notes.
It's tempting to pick a source field and build the entire growth narrative around it. But if the record was imported, or if the buyer returned through a direct link, that field can describe the method of recording rather than the journey of discovery.
Rebuild the sequence carefully
To understand influence, I look for dated signals across systems: a page or article visit; a campaign parameter; a form submission; an identified organization or contact; a sales handoff; an opportunity stage; and finally the recorded business outcome. Each connection needs an identifier and a timestamp.
The distinction between sourced and influenced matters. An educational article can be part of a customer's evaluation without being the only reason they bought. A partner recommendation can reinforce trust long after the first website visit. Attribution should be the beginning of an investigation, not the end of one.
Say exactly what the evidence supports
If records show a specific article as the first known website touch and a subsequent closed-won opportunity, we can say that journey is documented. We cannot say the article independently produced the revenue. If a form submission is matched to a customer record, we can trace the progression. We still need separate evidence to know what the customer paid and whether the acquisition was profitable.
My aim is not to make marketing's contribution look smaller. It is to make it strong enough that an experienced executive can ask the next question without the story collapsing.