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Code brackets and a processor tile - Development Tools & Platforms Meta ads research by Madgicx Labs

Madgicx Research & Labs

Development Tools & Platforms

Show the build-to-deploy path. Separate seats from consumption.

MADGICX / LABSINDUSTRY RESEARCH

Research only

No publishable AOV benchmark

Explore category insights and their sources below.

Scope & method

Within Software & Technology Platforms

More in this industry. 12

Software revenue metricsACV · MRR · ARPU

These describe contract and recurring revenue economics. No purchase AOV benchmark is supplied for this category.

MRRMonthly recurring revenue

Subscription revenue normalized to one month across a business. One-time charges are excluded.

MRR = sum of monthly recurring subscription amounts

Stripe · Monthly recurring revenue
ARPUAverage revenue per user

Revenue per user over a defined period. For subscription comparisons here, the denominator is active paying subscribers and the numerator is MRR.

Monthly subscription ARPU = MRR ÷ active paying subscribers

Stripe · Subscription ARPU
ACVAnnual contract value

The recurring value of one customer contract normalized to a year, excluding one-time charges. It measures contract size, not total company revenue.

ACV = recurring contract value ÷ contract duration in years

Stripe · Annual contract value
Questions, answered.AOV, context & using this research11 answers

In this category

How should included build allowances and overage usage be explained?

GitHub Actions documentation separates included allowances from additional runner and storage use. State the relevant plan's billing boundaries. A subscription's base charge does not automatically represent every build or artifact charge.

Source Link to answer
Which hosted-function billing units belong on a developer landing page?

Vercel's fluid compute documentation distinguishes resource usage and plan scope. Explain the applicable CPU, memory and other billing components for the offered configuration. Do not turn one function invocation into a universal purchase value.

Source Link to answer
Should a repository or deployment creation count as a paid customer?

GitHub Actions supports included and paid usage, with different billing conditions. Track project creation, active use and billed purchases separately. A repository event alone does not establish a paid developer-platform order.

Source Link to answer
What should a developer-platform ad show as its concrete workflow?

Vercel documents hosted function execution and resource usage. Show a real build or deployment task supported by the advertised product, with its relevant plan boundary. Product documentation does not prove a universal performance gain or acquisition lift.

Source Link to answer

Category research

Is an AOV benchmark available for this category?

No publishable AOV benchmark is available.

The exact category cohort does not support a publishable AOV aggregate. Parent and sibling benchmarks are not substituted.

Source Link to answer

Software revenue metrics

What is MRR for a software business?

Subscription revenue normalized to one month across a business. One-time charges are excluded. MRR = sum of monthly recurring subscription amounts

Definitions only; no ACV, MRR or ARPU benchmark or measured correlation is supplied.

Source Link to answer
What is ARPU for a software business?

Revenue per user over a defined period. For subscription comparisons here, the denominator is active paying subscribers and the numerator is MRR. Monthly subscription ARPU = MRR ÷ active paying subscribers

Definitions only; no ACV, MRR or ARPU benchmark or measured correlation is supplied.

Source Link to answer
What is ACV for a software business?

The recurring value of one customer contract normalized to a year, excluding one-time charges. It measures contract size, not total company revenue. ACV = recurring contract value ÷ contract duration in years

Definitions only; no ACV, MRR or ARPU benchmark or measured correlation is supplied.

Source Link to answer
Does purchase AOV measure MRR, ARPU or ACV?

These describe contract and recurring revenue economics. No purchase AOV benchmark is supplied for this category.

Definitions only; no ACV, MRR or ARPU benchmark or measured correlation is supplied.

Source Link to answer

Use this research

Can I download this industry research?

The exports section provides this edition in Markdown and JSON, along with a research index. This private draft is not licensed for public redistribution.

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How should I cite a finding from this page?

When reuse is permitted, credit Madgicx Research & Labs and link to the exact source. Keep its snapshot date and scope. This private draft is not licensed for public redistribution.

Source Link to answer

Research scope

Small print.
Clear boundaries.

Evidence scope

Benchmark status reviewed 11 October 2026.

The exact category cohort does not support a publishable AOV aggregate.

Median and middle 50% of account-level average order values. Each account value is purchase ROAS multiplied by cost per purchase in USD. Successful classifications, including manual corrections, with positive finite spend, purchases, ROAS and cost per purchase. Accounts are counted once with equal weight. Quartiles use linear interpolation. Root cohorts include direct root classifications and their child categories; exact-child cohorts exclude parent and sibling categories. The source selects the highest-spend coverage row per account among snapshots dated within the preceding 30 days; the underlying reporting period is not supplied. This is a dated aggregate advertising-data snapshot, not business-wide AOV or a census. Parent and sibling benchmarks are never substituted.

Category scope

Individually authored category research. The brand directory is deferred for this private draft. Taxonomy membership does not establish benchmark coverage.

Exports & citation detailsMarkdown · JSON · Embed

When reuse is permitted, credit Madgicx Research & Labs and link to the exact source. Keep its snapshot date and scope. This private draft is not licensed for public redistribution.

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