Best Amazon advertising reporting & analytics tools in 2026

Marketplace Ad Pros publishes this guide and is one of the tools listed. Every tool is compared on features, pricing, and public documentation (not paid placement), and we note where competitors do the job better.

Last updated: June 19, 2026

This is a vendor-selection guide for reporting and analytics tools: the software you use to pull, store, query, and visualize Amazon advertising data. It is not a list of bid-automation or campaign-management platforms (for that, see the best Amazon ads management tools guide), and it does not re-document every report MAP can produce. For the full report catalog, see the Amazon reports catalog.

A short decision framework

Native Amazon reporting has real limits, and each limit points you toward a different category of tool. Start here:

  • Console history is short. The Amazon Ads console keeps roughly 90 days of report history. If you need year-over-year or long trend analysis, you need a tool that stores history for you.
  • The API is also bounded, and uneven. The Amazon Ads API allows around 95 days, but Sponsored Brands and Sponsored Display are often capped at 60 days. That unevenness alone breaks a lot of homegrown spreadsheets.
  • There is no native TACOS, only ACOS. The console reports ACOS (ad spend over ad-attributed sales) but never TACOS (ad spend over total store revenue), because TACOS requires joining ads data to Selling Partner sales data.
  • Conversion data lags and gets revised. Attribution arrives late and is retroactively revised, so a number you pulled on Monday can change by Friday. Snapshots taken too early mislead.
  • The surfaces are fragmented. The Ads Console, Amazon Marketing Stream, and Amazon Attribution are separate systems with separate shapes; nobody stitches them together for you.
  • There is no built-in warehouse pipe. Amazon does not hand you a Snowflake or BigQuery feed; getting there is an ETL project.

Each limit maps to a tool category. Want history and blended metrics without engineering? Pick an AI report analyst or a profit-analytics tool. Want event-level depth? That points to AMC. Want your data in a warehouse and BI stack? You need an ETL pipeline. And if you want an enterprise command center, look at a retail-media platform.

Ranked tools

1. Marketplace Ad Pros -- best for AI-native reporting

Marketplace Ad Pros lets you query your own Amazon Ads and Selling Partner report data in plain English or direct SQL through Claude and ChatGPT via an MCP server. You get an AI report analyst, run_report_sql for direct SQL over your own report data, schema discovery, and saved queries plus dashboards. TACOS, ACOS, and ROAS are computed for you through canonical metric macros (ratios are true ratios, so an ACOS of 0.25 means 25 percent). It retains up to about 730 days of Selling Partner history, and it is read-only by default. $10/week to $999/month.

Where it is not the answer: MAP is not a data-warehouse or ETL tool. It analyzes your data in place and does not pipe it into Snowflake or BigQuery, and it is not a bid-automation platform. If a warehouse or autonomous bidding is your requirement, look further down this list.

2. Amazon Ads native reports + Amazon Marketing Stream -- best free first-party source

The Amazon Ads console plus Amazon Marketing Stream is the canonical first-party source. Stream pushes near-real-time hourly metrics to your AWS account, and the console covers standard report types. The trade-off is that the data is raw and fragmented, history runs only about 60-95 days, and there is no TACOS. Free (you pay the AWS infrastructure).

3. Amazon Marketing Cloud (AMC) -- best for event-level SQL

AMC is Amazon's first-party SQL clean room for event-level Sponsored and DSP data, which makes path-to-conversion, overlap, and audience analysis possible in ways the console cannot. It is also DSP-gated and entirely SQL-based, so it favors teams with analyst skills. Standard AMC queries are free; optional paid signal subscriptions and datasets are billed separately by Amazon. For a deeper AMC-specific comparison, see the best Amazon Marketing Cloud tools guide.

4. Intentwise (Explore / Analytics Cloud) -- best AMC-without-SQL plus dashboards

Intentwise wraps AMC so you can get clean-room insight without writing SQL, and pairs it with an analytics cloud and agency-ready dashboards. It is a strong fit for agencies that want AMC depth and reporting without staffing an analyst. Explore reportedly starts around $1,000/month.

5. Openbridge -- best pure ETL pipeline

Openbridge is a straight ETL pipeline. It moves Amazon Ads data into Redshift, BigQuery, Snowflake, or Databricks so you can build in Looker, Tableau, or Power BI. It does no bid automation and no analysis itself; it is plumbing, and good plumbing is exactly what a warehouse-first team wants. Pay-per-active-pipeline.

6. Pacvue -- best enterprise command center

Pacvue is an enterprise retail-media command center with deep reporting and share-of-voice across multiple marketplaces. It suits large brands and agencies that need one console spanning Amazon, Walmart, and beyond. Custom pricing.

7. Helium 10 -- best bundled seller suite

Helium 10 bundles ads and analytics into a broader seller suite alongside product research, so reporting comes packaged with keyword and listing tools. It is a good value if you want one subscription for everything rather than a dedicated analytics stack. Platinum reportedly around $99/month, Diamond around $279/month.

8. Sellerboard -- best profit analytics with PPC P&L

Sellerboard focuses on profit analytics with per-product P&L that includes PPC profitability, which is the closest off-the-shelf view to native TACOS thinking. If your real question is "which products make money after ad spend," this is the most direct answer. Reportedly from around $19/month.

Also consider

DataHawk, Adbrew, Teikametrics, and warehouse connectors like Windsor.ai and Hevo cover adjacent reporting and pipeline needs depending on your stack.

Comparison table

Tool Conversational/AI query SQL over your own data Data-warehouse/BI export Computes TACOS for you Data history depth Read-only safe Starting price
Marketplace Ad Pros Yes Yes (run_report_sql) No (analyzes in place, not a warehouse pipe) Yes (metric macros) Up to ~730d (SP) Yes (default) $10/week
Amazon native + Marketing Stream No No No No ~60-95d Yes Free
Amazon Marketing Cloud (AMC) No Yes Partial No Varies Yes Free (paid signals extra)
Intentwise Limited Via AMC Yes Partial Varies Yes ~$1,000/mo (reported)
Openbridge No Yes (in your warehouse) Yes No Warehouse-bound Yes Pay-per-pipeline
Pacvue Limited No Yes Partial Varies Yes Custom pricing
Helium 10 No No Limited Partial Varies Yes ~$99/mo (reported)
Sellerboard No No Limited Yes (profit P&L) Varies Yes ~$19/mo (reported)

How to pick

Want to ask questions of your data in Claude or ChatGPT and get blended metrics like TACOS without engineering? Start with Marketplace Ad Pros. Need event-level depth for audiences and path-to-conversion? Use AMC, or Intentwise if you would rather skip the SQL. Need your data living in Snowflake or BigQuery behind Looker, Tableau, or Power BI? That is an ETL job, so use Openbridge. For one enterprise console across marketplaces, there is Pacvue. And if you want reporting bundled with a seller suite, or a clean per-product profit view, look at Helium 10 or Sellerboard.

Frequently asked questions

Does Amazon Ads show TACOS?

No. The console reports ACOS (ad spend over ad-attributed sales) but not TACOS (ad spend over total store revenue), because TACOS needs your Selling Partner sales data joined to ads data. MAP computes TACOS, ACOS, and ROAS for you through canonical metric macros, where ratios are true ratios -- an ACOS of 0.25 means 25 percent.

How far back does Amazon ads reporting go?

In the console, roughly 90 days. The Ads API allows about 95 days, but Sponsored Brands and Sponsored Display are often limited to 60 days. To keep more history you need a tool that stores it; MAP retains up to about 730 days of Selling Partner data.

What is Amazon Marketing Stream?

A first-party push feed that delivers near-real-time hourly ad metrics to your own AWS account. It is free beyond the AWS cost, but the data is raw and fragmented, has limited history, and does not compute blended metrics like TACOS.

Can I query my Amazon ad data with SQL?

Yes. AMC offers SQL over event-level data in a clean room (DSP-gated; standard queries are free, with optional paid signals billed separately by Amazon). ETL tools like Openbridge load your data into a warehouse where you can run any SQL. MAP's run_report_sql runs direct SQL over your own report data without a warehouse, materializing and locking the data first so queries stay read-only.

How do I get Amazon ad data into a data warehouse or BI tool?

Use an ETL pipeline. Openbridge pipes Amazon Ads data into Redshift, BigQuery, Snowflake, or Databricks for Looker, Tableau, or Power BI, billed per active pipeline. MAP is not a warehouse pipe -- it analyzes data in place -- so pair it with an ETL tool when a warehouse is required.

Can I analyze my Amazon ad reports in ChatGPT or Claude?

Yes. MAP's MCP server connects your Amazon Ads and Selling Partner report data to Claude and ChatGPT. You can ask in plain English, run direct SQL via run_report_sql, discover report schemas, and save queries to dashboards, with TACOS, ACOS, and ROAS computed for you. Access is read-only by default.

Sources

  1. Amazon Marketing Stream
  2. Amazon Ads data challenges (Improvado)
  3. How long does Amazon keep your ad reports? (Intentwise)
  4. Amazon Ads brings generative AI to AMC with a new SQL generator (BusinessWire)
  5. Openbridge Amazon Advertising Sponsored Ads data source

Connect your Amazon Ads and Selling Partner data to Claude or ChatGPT (free integration)