RevSource: Revenue-by-Channel Tracker for Side Projects
Builders obsess over total traffic metrics instead of revenue by source/channel, causing misprioritization of low-conversion efforts and project failure
Is the problem real?
Side project builders obsess over traffic metrics instead of revenue by source, leading to misprioritization and project failure
EVIDENCE
The one metric most side project builders ignore until it's too late
spent way too much time in beginning looking at visitor numbers like they meant something
commentyeah this is so true, spent way too much time in beginning looking at visitor numbers like they meant something. had one twitter thread that got maybe 200 clicks but converted 4 people to paid, while my "viral" blog post with 5k views got exactly zero conversions the gap you mention about connecting analytics to payments is real pain. been manually tracking this stuff in spreadsheets which is... not ideal but at least gives you the real picture. most people just look at google analytics and think high traffic = success when conversion rates tell completely different story
the gap you mention about connecting analytics to payments is real pain
commentyeah this is so true, spent way too much time in beginning looking at visitor numbers like they meant something. had one twitter thread that got maybe 200 clicks but converted 4 people to paid, while my "viral" blog post with 5k views got exactly zero conversions the gap you mention about connecting analytics to payments is real pain. been manually tracking this stuff in spreadsheets which is... not ideal but at least gives you the real picture. most people just look at google analytics and think high traffic = success when conversion rates tell completely different story
been manually tracking this stuff in spreadsheets
commentyeah this is so true, spent way too much time in beginning looking at visitor numbers like they meant something. had one twitter thread that got maybe 200 clicks but converted 4 people to paid, while my "viral" blog post with 5k views got exactly zero conversions the gap you mention about connecting analytics to payments is real pain. been manually tracking this stuff in spreadsheets which is... not ideal but at least gives you the real picture. most people just look at google analytics and think high traffic = success when conversion rates tell completely different story
focusing on what brings the most visitors instead of what brings actual customers
commentI’ve definitely been guilty of focusing on what brings the most visitors instead of what brings actual customers.
Who feels this pain?
TARGET USERS
Side project builders and indie hackers
Context
Current Workarounds
Where's the gap?
EXISTING SOLUTION GAPS
OPPORTUNITY & VALUE
Multiple posts/comments repeat traffic obsession and misallocation to low-conversion channels; gaps in analytics-payments integration highlighted repeatedly
Side-project focused: zero-config setup for solo builders, ignores vanity traffic metrics, pure revenue prioritization
SaaS dashboard that auto-connects web analytics (e.g. Google Analytics) to Stripe payments to reveal revenue per traffic source/channel
How does it make money?
MONETIZATION
Model
Users endure manual spreadsheet tracking as a 'real pain' and obsess over metrics daily; saving hours/week on channel analysis justifies $19/mo, as evidenced by quotes on misprioritization costing project momentum.
How do you ship it?
MVP PLAN
“See revenue by channel instantly, without spreadsheets.”
SaaS dashboard that auto-connects web analytics (e.g. Google Analytics) to Stripe payments to reveal revenue per traffic source/channel
Core Features
Weekly Roadmap
- •Implement GA4 OAuth and events API fetch
- •Stripe API for payment source tagging
- •Basic data join on UTM/session params
- •Build table/chart viz with Recharts
- •Add conversion rate and session metrics
- •Daily sync cron job
- •Add Stripe Checkout for $19/mo sub
- •User auth and site connect UI
- •Dogfood with 10 r/SideProject users
- •Landing page + signup flow
- •Post Show HN thread
- •Monitor conversions and iterate on feedback
Launch on Indie Hackers forum, Reddit r/SideProject and r/indiehackers, HN Show HN post targeting traffic-obsessed builders
RISKS & ASSUMPTIONS
Top Risks
Frequent API updates or rate limits could break data sync, frustrating early users reliant on accurate metrics.
Side projects with low revenue may show empty charts, reducing perceived value and churn.
Users accustomed to spreadsheets may undervalue automation unless clear time savings are demoed.
High noise on IH/HN means standing out requires viral beta proof.
Should you build it?
Run an Investment Memo to get a structured Go / No-Go verdict, competitor landscape, unit economics, and a 90-day validation roadmap for this opportunity.
Generate an investment memoWhat this score means
This opportunity scores well above the median for ideas surfaced by MonetScope, with a validation sub-score of 8/10 against 5 independently sourced evidence signals. A "strong" rating in this band typically means the pain signal is consistent and recurring across multiple discussions, but one of the three pillars (severity, willingness to pay, or competitor weakness) is somewhat softer than top-tier opportunities. Founders evaluating this should focus customer discovery on the softest pillar first — confirming the gap before committing engineering time to a build.
Why this matters for SaaS founders
It sits at the intersection of "analytics", "automation", "devtools", which makes it relevant to a specific subset of founders rather than a generic horizontal opportunity. SaaS opportunities at this stage tend to win on the strength of their initial wedge — a single workflow that the target user runs every week, where the existing solution is either spreadsheets, a clunky incumbent feature, or a manual process they hate. The build cost is moderate; the distribution cost is everything. The MonetScope pipeline surfaces this category alongside other saas signals, which is why it appears here rather than in a generic "trending ideas" feed.
Scores are derived from real forum discussions across Reddit, Hacker News and X, weighted by evidence volume and signal quality. How scoring works
Frequently asked questions
Is "RevSource: Revenue-by-Channel Tracker for Side Projects" a real validated startup idea or just an AI-generated suggestion?
MonetScope does not generate ideas from a language model's imagination. Every opportunity on this site is anchored to specific source posts and comments from real public discussions — typically on Reddit, Hacker News, or X — where actual users describe the pain in their own words. The AI's role is structuring, scoring, and grouping those signals into a navigable opportunity, not inventing the problem.
How recent is the underlying data for analytics?
MonetScope's spider pipeline runs continuously and surfaces opportunities as new evidence accumulates. The "Updated" date in the header reflects the most recent re-scoring of this specific opportunity. Most saas opportunities visible in the public catalog draw from discussions in the last 30-60 days; older signals are de-prioritized because user pain shifts faster than most founders assume.
What's the difference between "overall score" and "validation score"?
Overall score is a composite across six dimensions — pain, urgency, willingness to pay, market size, defensibility, and execution ease — designed to give a single number for triage. Validation score is narrower: it asks "how cleanly does the same signal repeat across independent sources?" An opportunity can score high on overall but lower on validation when one or two large discussions dominate the evidence; conversely, validation can be high on a smaller-overall idea where the signal is consistent but the addressable market is modest.