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Why Under-Pacing Is a Diagnostic Problem, Not a Bid Problem

A $50,000 near-mistake, avoided by refusing to touch the bid until the actual constraint was found — a lesson in why under-pacing is a filtering problem dressed up as a money problem.

Akash Puri
Akash Puri
Account Manager, Display · Dentsu
June 26, 2026 · 2 min read
Why Under-Pacing Is a Diagnostic Problem, Not a Bid Problem
DV360PacingDiagnostics

There’s a specific kind of panic that sets in on an agency floor when a major programmatic campaign is 48 hours into launch and the budget dial hasn’t moved. Working across large enterprise accounts at Dentsu and Merkle Sokrati, I’ve watched the same knee-jerk reaction play out almost every time: someone panics and doubles the bid. Raising the bid blindly, without knowing why the system isn’t spending, is a fast way to waste a client’s money. Under-pacing isn’t an invitation to pay more — it’s a warning that the setup is choked somewhere upstream.

Here’s the diagnostic order I run before I ever touch a bid.

1. Check the troubleshooter for impression loss (5 minutes)

First stop is the DV360 Intelligence panel or Troubleshooter, checking “Lost to Filtering” against “Lost to Auction.” If impressions are being lost because the system isn’t even bidding, raising the price changes nothing.

2. Test the audience & data size (5 minutes)

Next, I review the targeting parameters. Layer a tight geography on top of a niche first-party list and the addressable pool may simply be too small to scale, regardless of price.

3. Check frequency caps & targeting conflicts (5 minutes)

I check frequency limits against brand-safety overlays. An aggressive cap — say, one impression per lifetime — stacked with strict pre-bid filters from DoubleVerify or IAS will choke scale on its own.

4. Check inventory & deal health (5 minutes)

For anything bought through a PMP or programmatic guaranteed deal, I check win rate and render rate. Is the publisher actually passing bid requests, or is there a technical mismatch — creative dimensions, macros — silently killing delivery?

5. Real example: the $50,000 save

We launched a targeted display campaign for a major B2B brand. Two days in, line items were pacing under 5% of the daily target. The execution desk’s first instinct was to spike the CPM from $6 to $15 to force delivery. Instead, I pulled the diagnostics: the system wasn’t losing bids on price, it was discarding inventory because the creative was restricted to desktop sizes while 75% of the audience was on mobile — worsened by a one-per-day frequency cap. Introducing responsive HTML5 creative and loosening the cap to three impressions a day brought the campaign to full pace at the original $6 CPM. Raising the bid instead would have cost roughly $50,000 for zero added value.

Wrapping up

Under-pacing is almost never a money problem. It’s a filtering problem wearing a money problem’s clothes. Run the diagnostic, find the actual constraint, and only reach for the bid once everything upstream of it is clean.

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Akash Puri

Akash Puri

Programmatic & display specialist with 9+ years across agency floors and enterprise client tables. Currently at Dentsu, Pune.

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