MMP comparison · · By Cald
Adjust vs Singular: Specs, Pricing and Reviews
Compare the campaign operations workflow with the cost-to-warehouse workflow, using the same spend and revenue data.
Start the comparison with the reporting job your team repeats every week. Our editorial starting point is Adjust for acquisition operations and event delivery, and Singular for a project led by cost consolidation and warehouse reporting. Both document spend reporting and attribution capabilities; neither owns those requirements exclusively.
Official documentation and public review findings were checked October 30, 2026. The specifications below describe documented workflows. Reviews describe individual user experiences. The suggested fit is our interpretation, rather than a controlled accuracy benchmark or a claim of hands-on testing.
Specifications that change the implementation
| Requirement | Adjust | Singular |
|---|---|---|
| Spend collection | SpendWorks supports network APIs, SKAN spend and spend received on engagements. SpendWorks guide. | Marketing ETL combines campaign, attribution and monetization data with standardized schemas. ETL overview. |
| Network reporting configuration | Datascape lets teams select specific Google Ads and ironSource spend versions. Spend reporting. | The reporting FAQ separates standard reporting from SKAN reporting and documents currency conversion. Reports FAQ. |
| Raw event delivery | Server callbacks send activity records to your endpoint; some activities require their own callback. Callback setup. | ETL advertises aggregate, user-level and log-level delivery; specify the required dataset. Delivery options. |
| Warehouse destination | Raw exports can use callbacks or cloud storage. Export options. | Marketing ETL lists Snowflake, BigQuery, Redshift and Databricks among its destinations. Destinations. |
| Custom spend imports | Google Sheets spend import requires SpendWorks Enterprise or Custom. Import requirements. | Request a demonstrated ingestion and mapping route for any source outside the proposed connectors. Extraction methods. |
Adjust: inspect the source and event-delivery path
Adjust’s Datascape documentation makes an important point for cost reconciliation: the selected spend source matters. For example, its ironSource options distinguish reported spend from a billable version that includes SKAN data. Two reports can disagree because they are answering different questions.
The practical test is to ask your acquisition manager to choose the intended source and explain its relationship to the invoice. Record the setting in the report definition. A dashboard total without that definition is difficult to audit when finance asks why campaign costs changed.
Its callback documentation also distinguishes global callbacks from single-activity callbacks. Ad revenue and certain SKAN activities are among those excluded from the global route. Design the full delivery inventory before assuming one endpoint configuration covers every required feed.
Our inference: this workflow deserves priority when your team wants to inspect campaign exceptions and operate an event pipeline. Give the engineer a checklist of required activities, expected fields and delivery monitoring, then test the actual proposed package.
Singular: inspect normalization and freshness together
Singular’s ETL positioning is relevant when analysts spend time maintaining campaign-cost joins. The useful deliverable is a dataset your warehouse can consume with consistent dimensions, currency handling and attribution context. Ask for sample records before agreeing that the schema matches your reporting model.
Its reporting FAQ documents daily network pulls and backfills, while the ETL product page advertises faster refresh schedules for other deliveries. Treat these as pipeline-specific descriptions. Ask which schedule applies to each source and destination in your proposal instead of promising a single platform-wide freshness rate.
Our inference: Singular deserves the first demonstration when the main bottleneck is getting cost and outcome data into a dependable analytics model. Include a renamed campaign, late cost correction and account in another currency in the demonstration. A successful connector authorization does not prove those records join correctly.
Pricing: request an equivalent data package
Adjust lists Base free for the first year up to 1,500 monthly conversions. Core and Enterprise require sales contact; confirm additional Growth Solutions.
Singular lists 15,000 paid conversions in its Free offering, Growth at $0.05 per conversion and custom Enterprise pricing. Automated ETL is optional; confirm allowance timing.
Compare the same expected paid installs, re-engagement, apps, data destinations and support requirements. Ask both vendors to define billable conversions and produce a sample invoice at expected volume and a higher-growth scenario. Include the operational cost of endpoint hosting, warehouse ingestion and failed-delivery investigation.
Review findings from the web
G2’s comparison tags show support and usability praise for both; Adjust also attracts complexity and loading complaints, while Singular attracts interface complaints. These are review themes, not measured specifications.
A Singular review dated April 14, 2026 praises consolidated cross-channel ROAS reporting, but reports slower detailed queries and extra upgrades. This is one user’s experience, not a guaranteed plan limitation.
We do not convert those findings into an accuracy ranking. Review populations mix use cases and subscription tiers, and a report-speed complaint does not establish attribution quality. Use the feedback to select tasks for your own trial: build a detailed report, change a dimension, investigate a discrepancy and ask support to explain the result.
Worked pilot: a campaign renamed mid-month
Synthetic example: a subscription app buys through three networks. A campaign is renamed during the month and one network later revises its spend. The decision is whether finance and acquisition can reproduce the same cost-to-first-payment result.
| Record | Exact definition | Acceptance check |
|---|---|---|
subscription_payment_succeeded | Backend verifies a settled payment. Include event ID, transaction ID, account ID, UTC time, amount, ISO currency and first-payment flag. | One business transaction after replaying a delivery. Revenue matches the ledger. |
campaign_daily_cost | One cost record per network, ad account, campaign ID, reporting day, timezone and currency, with extraction time. | Campaign rename preserves the stable ID. A backfill updates the existing cost record rather than appending a second cost. |
- Import one controlled reporting period into each candidate and export the fields required by your warehouse.
- Keep an unmatched-campaign report. Explain every missing join before calculating ROAS; do not quietly discard spend.
- Agree on an exchange-rate rule and record both original and reporting currency. Reproduce the same total from the exported records.
- Re-run after the late spend correction. Check source freshness and document when the revised amount becomes available.
- For iOS, inspect the supported aggregate reporting path separately; do not force a customer-level join onto a privacy-limited postback.
Choose the workflow your team can operate reliably after the trial. Assign owners for expired credentials, schema changes, callbacks and finance reconciliation. Document these definitions in a tracking plan.
Adjust or Singular: which should you evaluate first?
Take a four-step quiz and watch the fit forecast change with each answer. This is our editorial routing model, not a product benchmark. Your answers stay in this page and are not stored or submitted.
Your evaluation starting point
How this quiz makes a recommendation
The live forecast divides the points from answered questions between the contenders. Before weighted answers, shares are evenly split. These shares are not winning probabilities. Business-pattern points are our editorial hypotheses about where to begin a demo. They are not ratings of accuracy, quality or exclusive capabilities.
| Pattern | Adjust | Singular |
|---|---|---|
| A mobile app with a broad acquisition brief | 2 | 1 |
| An ad-supported mobile game | 1 | 1 |
| A customer journey spanning website and app | 1 | 1 |
| A team consolidating many ad accounts and spend sources | 1 | 3 |
| None of these, or still deciding | 0 | 0 |
The workflow question adds 3 points for its matching evaluation focus: campaign links → AppsFlyer; operations and callbacks → Adjust; cost normalization → Singular; web-to-app → Airbridge; lean game monetization → Tenjin. A focus outside this pair and “no single workflow” add no points. The higher total is evaluated first; equal totals recommend piloting both. The buying constraint changes the demo task, not the ranking. Mandatory requirements can override the result. Website-only answers bypass the comparison.