Data Is Not Your Problem, But 5 Conflicting Versions Of It Is

I recently had a conversation with Amisha Gandhi on why the CMO with the most data often has the least clarity. She has been a CMO at Tripalti and senior marketing leader at SAP and several other B2B SaaS companies as well as startups. She built B2B influencer marketing from scratch at SAP when almost nobody in enterprise was doing it.

She also has run large teams, been a solo individual contributor, rebuilt from scratch, and come back up again. She has seen this industry from every seat at the table.

And in our Moneyball CMO conversation, she said something I couldn't shake:

That's the problem hiding inside most marketing teams right now. Not a data shortage problem but a data overload crisis. Too many signals, too many dashboards, too many tools telling different stories about the same reality. And nobody in the room agreeing on which one is right.

There are two types of CMOs today, her distinction was very clear.

Sees a problem and asks: which tool solves this? So they add an ABM platform, an intent layer, a forecasting tool, a content engine. The stack grows. The signals multiply. Marketing and sales sit down to align on numbers and realise nothing connects.

Asks a different question: where are the decisions that actually matter, and what does each decision need to know to be right? That's a completely different starting point.

Amisha's framework for how AI should work across your GTM is the clearest I've heard.

Almost every CMO I talk to has a version of this story.

Marketing has their numbers, Sales has their numbers and Finance has theirs. You bring everyone into the same room and nothing matches. Instead of fixing the system, people defend their own version of reality.

Amisha described building this herself at a previous company. Power BI, Snowflake, pulling everything together manually, triple-checking before every board meeting, never quite certain whether leadership would trust what she was showing.

The problem was not unsolvable, she was solving it without the right foundation. What she eventually built wasn't just better attribution - it was more like a shared language. When the CMO, CRO, and CFO are all looking at the same dashboard, the conversation stops being about credit and starts being about opportunity.

And that's when something unexpected happened. Her team started noticing patterns nobody had been chasing. Nonprofits using Microsoft systems were converting faster than expected. No one had been targeting that segment. Sales confirmed it. They ran a small campaign and it became its own business line.

That discovery only happened because the data was unified enough to see it. The system she built to prove marketing's value ended up generating new revenue. That's what a real revenue truth can do.

Amisha told me about an industry event at her previous organisation, where they were spending $50,000 a year with zero real prospects for the last 2 years.

Everyone knew the numbers. But nobody wanted to kill it. The brand presence felt important- i.e. the leadership liked being there. It felt like the sky would fall if they pulled out.

She pulled out anyway. Moved the budget to two smaller ERP-specific events. Those events drove real closed business.

I hear this story constantly of the vanity event. The flagship campaign leadership loves, the channel that feels strategic even when it doesn't translate to Revenue.

The instinct to protect channels because of how they look is not rare. And it is almost always the thing that stops CMOs from seeing what's actually working.

Here's the other side of that. When Amisha did find channels worth investing in, she didn't go big and broadcast. She went precise and creative.

At one company, she needed to reach a specific set of enterprise accounts in Chicago. Instead of a broad campaign, she planted a billboard directly in the business district where most of those target accounts had their offices. Sales reps would take prospects to lunch at a café nearby. The prospect would sit down, look up, and see the billboard. The conversation was already primed before the first word was spoken.

In another instance at SuiteWorld, NetSuite's own conference, she had a small booth and a banner. So, she asked the venue operators: how high can this banner go? They (her team) decided put it all the way up. It ended up hanging higher than NetSuite's own signage at NetSuite's own event.

Moreover, instead of spending on one expensive standalone event, she sponsored all five happy hours at a conference. No matter which one you went to, you saw the logo. To take it up a notch, hotel rooms had connected TV. So, she put the ads there too, knowing that's where her strategic accounts were staying that week.

None of this was a big budget play. All of it was a targeting and placement play. Startup mindset inside an enterprise motion.

Killing a channel that isn't working is hard. Getting budget for one nobody has tried before is harder.

Amisha laid out how she got B2B influencer marketing funded at SAP when almost nobody in enterprise was doing it. The process is the same regardless of the channel.

"If everybody knows before you get to the meeting, the decision becomes easy."

She ended up with more budget than any other marketing team at SAP globally after year two. Not because she oversold, but because she proved it out, then let the results do the asking.

Most companies lead with product. They drone on about features, but nobody wakes up caring about your feature set.

Brand answers one question: what is the value your customer cannot live without if you disappeared tomorrow?

Amisha gave the example of a FinOps player she was working with. When they stopped talking about their technology and started telling CFOs they could help close the books two days before quarter end, the room changed. That outcome - not the product, was the brand story. And it landed.

When your brand story is calibrated with that kind of impact, the channel question stops being a guessing game. It's how you shed those feel-good vanity channels and start investing strategically in tactics that genuinely drive deals and deliver measurable value.

I asked Amisha directly. If you were hiring a CMO today, what would you look for?

The ability to explain why something worked or broke across the whole business, not just inside marketing. Someone who can talk about flows, tradeoffs, and feedback loops in terms any exec can understand.

Knowing which decisions to automate and which to never hand over to AI. The CMO who wins here isn't the one using the most AI tools or automating maximum workflows. It's the one who knows where AI builds real confidence versus false confidence.

The ability to forecast, explain variance, and hold credibility with the CFO and the board. Not pipeline numbers, but revenue integrity - demand and revenue predictability. The kind of clarity that makes the board stop asking follow-up questions.

That's the job now but most CMOs are still running the old playbook.

The tools will keep multiplying and the agents will keep getting louder. But the ability to build a system that tells the truth, and the courage to act on what it tells you, that's still rare.

Moneyball CMO is a series featuring CMOs who challenge conventional B2B marketing wisdom with data, candour, and real transformation stories. Know a CMO who should be on the show?

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