The Ecomm Analyst

Wicked Reports has been in the attribution business longer than most of the tools it competes with, and the platform reflects that history both for and against. The LTV cohort reporting is some of the best you’ll find for subscription and replenishment brands. The interface, on the other hand, shows its age, and pricing starts at $499 a month, which is well above where most newer entrants begin. If your business doesn’t actually run on subscriptions or unit economics built around the third purchase, Wicked’s depth becomes less relevant and the tradeoffs harder to swallow.

If you’re an ecommerce operator looking at Wicked and not quite sure it fits, here’s how I’d rank the alternatives.

Quick comparison

Tool	Best for	What it does well	Pricing	Main tradeoff
ThoughtMetric	Ecommerce brands looking for attribution	Multi-touch attribution, product analytics, AI connector	Starts at $99/mo for 50k pageviews	Doesn’t support B2B lead gen
Triple Whale	Shopify brands spending $50K to $5M a month	Creative analytics, mobile app, Sonar pixel	Starts at $179/mo	Feature bloat, pricing scales fast
Hyros	High-ticket, info products, long sales cycles	Long-window tracking, call attribution	Pricing not listed	Not very Shopify-native, heavier setup
Polar Analytics	Brands that want BI and attribution together	Deterministic attribution, Snowflake access, flat pricing	Pricing not listed	More tool than most small DTC teams need
Northbeam	Brands spending $100K+ a month with complex media mixes	MTA plus media mix modeling	Starts at $1,500/mo	Expensive, slow onboarding

1. ThoughtMetric

Disclosure: ThoughtMetric is the attribution tool I run on my own stack, so weight that accordingly. For brands that don’t actually need the depth of LTV and cohort analysis Wicked offers (which is most of them), ThoughtMetric does the core attribution job at a fraction of the cost.

Multiple attribution models, multi-touch tracking, product analytics, and an AI connector that lets you query your data from Claude or ChatGPT directly. Setup takes hours rather than weeks. Pricing is published on the site and starts at $99 a month for 50k pageviews. The thing it doesn’t do is true subscription LTV cohort analysis. If your unit economics genuinely depend on what happens at purchase three or six, Wicked still has the edge there. For everyone else, this is the cleanest swap on the list.

2. Triple Whale

Triple Whale is the Shopify-native broader platform that operators tend to compare Wicked against. Sonar pixel, creative-level dashboards, mobile app, blended ROAS, MER. Where Wicked is narrow and deep on attribution, Triple Whale is wide and shallow on everything DTC.

Pricing starts at $179 a month, but the cost scales with revenue, so you can move from cheap to expensive faster than you’d expect. For Shopify operators who want a dashboard suite rather than just attribution, Triple Whale beats Wicked on user experience by a wide margin. For teams that genuinely want LTV cohort tracking as the centerpiece, it’s a step down.

3. Hyros

Hyros and Wicked overlap on long-window attribution more than any other pair on this list. Both track customer journeys over months rather than days. Both push enriched conversion data back to ad platforms. Both attract operators selling things with real consideration cycles.

Where they differ is the customer profile. Hyros leans into high-ticket, info products, and lead-gen funnels. Wicked leans into ecommerce subscriptions and replenishment. If your business is closer to the Hyros profile (long sales cycles, sales calls, offline conversions), it’s worth the comparison. Pricing isn’t published on the Hyros site, so a demo is required to find out what you’d actually pay.

4. Polar Analytics

Polar is the option for operators who want attribution and BI in the same tool. Deterministic attribution, your own Snowflake instance, custom dashboards. Where Wicked focuses narrowly on attribution and LTV, Polar is closer to a full analytics platform with attribution as one component.

For data-curious teams that want flexibility beyond pre-built reports, this is appealing. The catch is the learning curve. There’s more to operate, and if a marketer is your primary user rather than someone with an analyst background, parts of the platform will feel like overkill. Pricing isn’t listed on the site, so it’s a demo to find out what you’d pay.

5. Northbeam

Northbeam is what the Wicked alternative pitch looks like at the next tier up. Real machine learning attribution, real media mix modeling, and a sales process that assumes you have a marketing analyst in-house.

It’s also more expensive and slower to onboard. The Starter plan begins at $1,500 a month, and the platform really wants you spending $100K+ a month across at least four channels. For most brands considering Wicked, this is the wrong tool. For the ones at scale who want serious modeling rigor, it earns its keep.

So which one should you actually pick

Quick map. ThoughtMetric if you don’t need the full LTV cohort depth and want something simpler and cheaper. Triple Whale if you want a full DTC dashboard suite with attribution rolled in. Hyros if you’re closer to a high-ticket or lead-gen profile. Polar if BI and attribution belong in the same tool. Northbeam if you’re at scale and want serious modeling rigor.

Wicked Reports is a strong tool for the businesses it was built for, especially subscription brands and replenishment products. For the rest, there’s a better-fitting alternative on this list.