Databox vs Wicked Reports in 2026: General BI dashboards vs first-party ecommerce ad attribution
Databox reports on whatever data you connect. Wicked Reports answers one specific question for ecommerce brands: which ads are actually bringing new customers, not just recycling retargeting credit.
Databox
Wicked Reports- Databox is a general BI platform covering 130+ data sources. Wicked Reports is a specialist first-party attribution tool built specifically for ecommerce ad spend.
- Wicked Reports separates new-customer conversions from repeat-buyer conversions at the attribution level, a distinction Databox does not make since it is not an attribution tool.
- Wicked Reports starts at $499/month and its full feature set, including 5 Forces AI budget allocation, requires the $999/month Maximize plan. Databox's comparable Growth tier costs $399/month.
- Databox has a genuinely usable free tier for evaluation. Wicked Reports has no free tier; pricing scales with annual revenue starting at Measure for $499/month.
- Wicked Reports' Attribution Time Machine matches purchases to original ad clicks even months later, useful for long sales cycles. Databox has no attribution modeling of any kind.
- Neither tool has MCP or AI agent integration built for external LLM workflows in the way some other tools in this category do, though Databox does ship its own MCP server.
Databox and Wicked Reports both live in the Analytics & Reporting category, but they were built to answer different questions. Databox is a general business intelligence platform: connect 130+ sources, build dashboards, set goals, and ask an AI analyst what changed. Wicked Reports is a specialist tool for ecommerce brands that suspect their attribution is overcounting retargeting and undercounting true new-customer acquisition cost, and it uses an Attribution Time Machine to match sales back to the original click even months later. Databox starts free and scales to $399/month for its Growth tier. Wicked Reports starts at $499/month and is priced against annual revenue, aimed squarely at brands with real ad spend to defend. Choosing between them depends on whether you need broad reporting or a dedicated new-customer attribution engine for paid ecommerce.
The tools at a glance
Databox
Business intelligence platform with an AI analyst, 130+ integrations, and automated reporting for teams that need answers without waiting on analysts
Databox is a broad business intelligence platform, connecting more than 130 sources, from CRMs and ad platforms to SQL databases, into dashboards, automated reports, goals, and forecasts. It is built to be the reporting home for a whole business rather than a specialist tool for one specific metric.
Genie, the built-in AI analyst, answers business performance questions in plain language and can generate a dashboard from a prompt, which is useful across any of the 130+ connected sources. Databox also includes an MCP server that lets external LLM tools query live metrics, and sub-accounts for agencies managing multiple client workspaces.
What Databox does not offer is dedicated marketing attribution modeling. It will happily display ad spend and revenue side by side if both are connected, but it has no Attribution Time Machine, no new-customer-versus-repeat-buyer separation, and no automated budget allocation logic the way a specialist attribution tool does.
| Feature | Free $0/month | Analyst $64/month | Pro $159/month | Growth $399/month | Custom Contact sales |
|---|---|---|---|---|---|
| Data sources included | 3 | 5 | 3 | 3 | Custom |
| AI credits/month | 50 | 500 | 1,500 | 4,000 | Custom |
| Forecasting | ✗ | ✗ | ✗ | ✓ | ✓ |
| Sub-accounts | ✗ | ✗ | ✗ | ✓ | ✓ |
Wicked Reports
First-party attribution that shows which ads bring new customers, not just clicks
Wicked Reports is a first-party attribution platform built specifically for ecommerce brands that want to separate new-customer acquisition from retargeting credit. Its core claim, backed by data from over 2,000 analyzed brands, is that platform-native attribution systematically overcounts retargeting performance by crediting campaigns for purchases from customers who were already going to buy again.
The Attribution Time Machine matches every sale back to the original ad click that introduced the customer, even if that click happened weeks or months earlier, which matters for higher-consideration products with longer sales cycles. The weekly 5 Forces AI classifies every campaign as Scale, Chill, or Kill based on verified new-customer ROI, removing the need for manual weekly campaign audits.
This specialization has a cost. Wicked Reports is priced from $499/month up to $999/month for the Maximize tier that includes 5 Forces AI and Advanced Signal without add-on fees, and Enterprise starts at $4,999/month. It is also narrowly built for ecommerce; B2B or lead-gen businesses will find little of the feature set relevant.
| Feature | Measure $499/month | Scale $699/month | Maximize $999/month | Enterprise From $4,999/month |
|---|---|---|---|---|
| API Integrations | ✗ | ✓ | ✓ | ✓ |
| 5 Forces AI (Weekly Budget AI) | Add-on +$199/mo | Add-on +$199/mo | ✓ | ✓ |
| Advanced Signal Meta CAPI | Add-on +$199/mo | Add-on +$199/mo | ✓ | ✓ |
| Priority Support | ✗ | ✗ | ✗ | ✓ |
Head-to-head feature comparison
| Feature | Databox | Wicked Reports |
|---|---|---|
| Core focus | General business intelligence and reporting | First-party ecommerce ad attribution |
| New-customer vs repeat-buyer attribution | No (not an attribution tool) | Yes |
| Attribution lookback window | Not applicable | Lifetime lookback (Attribution Time Machine) |
| Automated budget allocation | No | Yes (5 Forces AI, Maximize plan or add-on) |
| AI analyst for general business data | Yes (Genie) | No |
| Data sources / integrations | 130+ | Major ad, cart, and CRM platforms |
| Free tier | Yes | No |
| Starting price | $0/mo (limited free tier) | $499/month |
Which should you choose?
DataboxWicked ReportsWicked ReportsDataboxWicked ReportsDataboxThis is a comparison between a generalist and a specialist, and the specialist only makes sense if you have the specific problem it solves. Wicked Reports is excellent at one thing: proving which ad campaigns bring genuinely new ecommerce customers rather than harvesting credit from repeat buyers, and its pricing reflects that it is aimed at brands with real ad budgets to defend. Databox does not attempt that level of attribution depth, but it covers a much wider range of reporting needs at a lower entry price, including for businesses that are not ecommerce at all.
Bottom line
Choose Wicked Reports, starting at $499/month, if you run ecommerce paid acquisition and suspect your reported ROAS is inflated by retargeting credit, since that specific problem is what its Attribution Time Machine and 5 Forces AI are built to solve. Choose Databox if your reporting need is broader than ecommerce ad attribution, spanning CRM data, multiple departments, or non-ecommerce business types, and you want an AI analyst that works across all of it starting from a free tier.
Frequently asked questions
Can Databox do what Wicked Reports does for ecommerce attribution?
No. Databox can display ad spend and revenue metrics side by side if both are connected as data sources, but it has no attribution modeling, no Attribution Time Machine, and no way to separate new-customer conversions from repeat-buyer conversions. That specific attribution logic is the entire reason Wicked Reports exists.
Is Wicked Reports worth it for a brand spending less than $30K a month on ads?
Probably not yet. Wicked Reports itself recommends it for brands spending $30K or more per month on paid ads, and pricing starts at $499/month with the fuller feature set requiring $999/month. Below that spend level, the cost of the attribution platform can outweigh the acquisition cost savings it identifies.
Does Wicked Reports work for B2B or lead-generation businesses?
Wicked Reports is built specifically around ecommerce transaction data from platforms like Shopify and WooCommerce, and its new-customer attribution model assumes a purchase event. B2B or lead-generation businesses would find the feature set poorly matched to their funnel and should look at a general BI tool like Databox or a B2B-specific attribution tool instead.
Which tool has a free trial or free tier to test first?
Databox has a genuinely usable free tier, capped at 1 user, 3 data sources, and 50 AI credits a month, with no time limit. Wicked Reports has no free tier; its lowest paid tier, Measure, starts at $499/month, reflecting its positioning toward established ecommerce brands with meaningful ad spend rather than early-stage evaluation.
What is the 5 Forces AI feature and does Databox have anything similar?
Wicked Reports' 5 Forces AI runs a weekly analysis of every ad campaign against verified new-customer ROI and classifies each as Scale, Chill, or Kill, giving a prioritized budget action list automatically. Databox has no equivalent automated budget allocation feature; its Genie AI analyst answers questions about connected data on request but does not proactively classify or recommend ad spend changes.