What Is Buying Intent and When Should a B2B Sales Team Use It? A Story From Someone Who Approves the Purchase

It started with a request from our VP of Sales in late 2024. He wanted a sales engagement platform, and he'd heard Apollo.io — sometimes typed as Apollo-io — was the all-in-one option. I'm the office administrator for our company, so that meant the whole evaluation landed in my lap until finance signed off.

I've been doing this since 2020. I manage roughly $120k a year in software and service orders across about 30 vendors. I report to operations and finance. I don't get to be a sales guru. I just know what happens when a tool promises the world and can't send a clean invoice.

The Request That Sent Me Down the Apollo.io Rabbit Hole

When our VP said "something like Apollo, you know, with email finder and LinkedIn automation," I didn't know exactly what he meant. So I did what I always do: I searched.

First, I searched for Apollo io app download. I wanted to know if the sales team could use it on their phones, since two of our SDRs are never at their desks. Turns out there was an app. Fine. Then I looked at integrations, billing, admin controls, data sources. Apollo.io is legit in the sense that it combines sales engagement, data enrichment, and outreach automation into one platform. That was attractive. I love fewer POs.

But the phrase "data enrichment company gtm automation" made me pause. I searched for that exact phrase — no "for," no magic words — to see how vendors position things. Enrichment is only useful if the data is fresh. A mobile app doesn't tell you anything about freshness.

The Apify Scraper That Almost Changed My Mind

Then I made a mistake. In the middle of that research, I found a page on Apify. The URL was https apify com curious coder apollo io scraper. It was a third-party scraper, not an Apollo product. My first thought: if Apollo has all this data, why would someone scrape it? My second thought: why would I trust a workflow built on scraping another company's platform?

I had been told for years that "scraper" and "integration" are not the same thing. I only believed it after almost proposing a data plan based on that scraper. The numbers looked great. The price was low. My gut said no. My gut was right. A scraper is a red flag, not a workaround.

What Is Buying Intent and When Should a B2B Sales Team Use It?

Let me answer the question that was on my screen the whole time: what is buying intent, and when should a B2B sales team use it?

Buying intent is not a secret score that tells you who is ready to sign. It's behavior. A person who opens a pricing page, downloads an app, asks a question in a review, or searches for a product comparison is showing intent. A person who fits your ideal customer profile but has done none of those things is just... a person in a database.

I've sat through enough vendor demos to have a theory: buying intent is only useful when it's specific. "This account has 85% intent" is meaningless if I don't know why. "This account searched for a Salesforce integration and looked at your help docs" is useful. The second gives your sales team a reason to call. The first just gives them permission to spam.

Use Buying Intent as a Reason, Not a Weapon

Use it after a trigger event, not before. If a prospect:

• views pricing or product pages more than once in a short period,
• downloads the app or browser extension,
• opens a knowledge base article after visiting your pricing page,
• or changes jobs and lands at a company that matches your target.

Then intent is worth using. It's a reason to prioritize a lead. It's not a reason to start a 10-touch sequence at midnight.

But don't use it as a replacement for basic human judgment. A high intent score does not mean a prospect consented to a sequence of eight emails. It means they raised their hand slightly. Use that moment to educate, not to pounce.

Email Outreach Is Still Email Outreach

Since email outreach is one of the main things sales teams use Apollo for, I'll get on my soapbox for a second. I approve software orders. I don't police marketing. But I have to know a little about compliance because finance doesn't like fines.

Per the FTC's CAN-SPAM guidance, commercial email still needs a truthful subject line, a clear opt-out, and a physical postal address. That matters even when you're using a buying intent tool. Intent is not consent. If a sender can't show a credible business reason, "they opened my email three times" doesn't save the campaign.

What We Decided and the First Painful Month

We did end up going with Apollo.io. Not because of the app download page, and definitely not because of the Apify scraper. We went with Apollo because it had the data sources, the GTM automation features, and the pricing model we could actually budget for. The sales team was excited. I approved the PO and immediately started second-guessing. What if I'd picked the wrong platform? What if the data quality was as overhyped as all the "intent" marketing says? The first month after rollout was stressful.

Then a couple of SDRs told me that bounce rates were down and they no longer had to guess which email address to use. Not a dramatic success. But enough to make me relax. It took one more month before I saw the pattern.

It took me three years and about fifty vendor evaluations to understand that buying intent is not a database field. It's a state. And it goes stale fast. A vendor can have a massive database and a great app, but if they don't update records regularly, the whole GTM automation stack is just a machine for sending bad emails.

Bottom Line: Use Intent Like It Costs You Something

If I could sit down with every B2B sales team, I'd say this: use buying intent as a conversation starter, not as a smart targeting plan. Ask what generated the score. Ask whether the data enrichment company you're using for GTM automation is actually enriching or just filling gaps with old lists. Ask whether your email outreach can survive an FTC complaint.

And if you ever see an Apollo.io scraper on Apify or anywhere else, don't make it your strategy. Use the platform's official exports and integrations. A scraper might work for a week. It might work for a month. But it's built on someone else's rules, and those rules can change mid-quarter.

The best buying intent I gave Apollo was when I typed "Apollo io app download" into a search box. It was tiny, specific, and obvious. That's the kind of intent sales people should chase. Not a random score. A real human doing a real thing. That's worth an email.