Sources
Every figure on this page comes from Triple Whale, Google Ads, Google Search Console, Help Scout, Klaviyo. Nothing is estimated.
The situation
In February 2021 Shutter Bombs was acquired as a small photography smoke-bomb brand. Two months later Apple shipped iOS 14.5 and gutted Facebook ad attribution overnight. Blended ROAS fell roughly eightfold.
The job was to grow through that, profitably, with no team and no cushion. Everything below is the real performance record, pulled from Triple Whale, Google Ads, Google Search Console, Help Scout, Klaviyo.
The headline numbers
Surviving iOS 14.5, then beating it
The clearest picture of the whole story is the blended ROAS curve: a vertical launch, the attribution shock, and a full recovery back above 7x, with no unprofitable quarter underneath it.
| Quarter | Blended ROAS |
|---|---|
| Q1 21 | 49.46x |
| Q2 21 | 16.92x |
| Q3 21 | 6.8x |
| Q4 21 | 5.23x |
| Q1 22 | 5.57x |
| Q2 22 | 6.13x |
| Q3 22 | 7.24x |
| Q4 22 | 6.96x |
| Q1 23 | 5.99x |
| Q2 23 | 7.07x |
| Q3 23 | 7.17x |
The fix was not a clever hack. It was getting off a single platform. Google scaled into the primary revenue engine, and TikTok and Pinterest were tested into high-efficiency supporting channels.
Profitable the entire way through
Growth that loses money is easy. Growth that stays in the black through an industry-wide crisis is the hard part. Even the worst quarter held a positive margin.
| Quarter | Net margin |
|---|---|
| Q1 21 | 27.75% |
| Q2 21 | 38.94% |
| Q3 21 | 19.43% |
| Q4 21 | 9.58% |
| Q1 22 | 15.58% |
| Q2 22 | 25.61% |
| Q3 22 | 34.62% |
| Q4 22 | 31.27% |
| Q1 23 | 18.31% |
| Q2 23 | 19.57% |
| Q3 23 | 22.38% |
Five years of Google Ads
Beyond the blended picture, the Google Ads account alone shows durable compounding efficiency.
Owning the category in organic search
| Query | Average position |
|---|---|
| shutter bombs | 1.4 |
| pumpkin head photoshoot | 1.8 |
| halloween photoshoot | 1.5 |
| smoke bombs | 5.4 |
| gender reveal smoke bombs | 9.1 |
An owned audience, and a one-person support desk
Paid social reach ran alongside it: 6,951,727 impressions and 995,069 video views on $82,327 of Meta spend.
The inflection points
| When | What happened | Impact |
|---|---|---|
| Q1 2021 | Peak hypergrowth | 49.5x ROAS, $1.71 CAC |
| April 2021 | iOS 14.5 ships | Attribution crisis begins |
| Q3 2021 | ROAS drops to 6.8x | Roughly 8x decrease from peak |
| November 2021 | CAC peaks at $38.18 | About 20x above baseline |
| Q1 2022 | TikTok testing begins | 10.98x ROAS discovered |
| Q2 to Q3 2022 | TikTok scales | 55x to 141x ROAS achieved |
| Q3 2022 | Margins recover | 34.6% profit margin |
| 2023 | Sustained efficiency | 7.1x blended ROAS, 6x LTV to CAC |
Featured in
- Travis Scott, Sicko Mode ft. Drake. Smoke effects in the official music video
- PBS NewsHour. Featured in national broadcast coverage
- New Mexico United. Official smoke bomb of the pro soccer club
The takeaway
One focused operator, running like a team of ten. Millions in revenue, a category lock on search, a crisis survived in the black, and a service operation that never outsourced the customer. Not by hiring an army, but by building the systems and owning the outcome.
The same thinking drives how we build for clients now. See AI automation and local SEO.