u/North-Cheesecake-350

Hey everyone, I’m looking for a sanity check on an SEO blog workflow we built for a small niche ecommerce site.

Not selling anything here and intentionally not linking the site. I’m mainly trying to understand whether the workflow is sound, where it is risky, and what experienced SEO people would change before we scale it further.

The site is in a developer culture / tech apparel niche, so the content strategy has a commercial and editorial posts around programmer gifts, developer shirts, coding merch, hackathon shirts, non-cringe coding gifts, etc.

Here’s the workflow we used.

First, we did competitor and SERP research. We looked at similar ecommerce/blog sites, their sitemaps, their indexed blog topics, and their content angles. The main gap we found was that most apparel competitors have product/category pages, but not much useful developer-specific editorial content.

Then we used Reddit research to find actual questions and wording people use around developer gifts and programming merch. We were careful not to just copy threads. The idea was to use Reddit as intent research: what buyers are confused about, what developers call cringe, what jokes are overused, what gift buyers worry about, etc.

From that, we built a hub-and-spoke plan:

• Hub: programmer gifts
• Spokes: software engineer gifts, coding gifts for beginners, useful gifts for programmers, programmer shirts, funny developer shirts, hackathon team shirts, programming merch jokes to avoid, etc.

Each Reddit-discovered question was mapped to exactly one post so we wouldn’t create 5 articles fighting for the same intent.

For the first draft batch, we generated 10 SEO drafts with these rules:

• Non-question SEO title
• One H1
• At least 5 H2 sections
• Key takeaways
• FAQ section
• Internal links to related posts/products
• At least one authority source in the draft
• No generic AI phrases
• Brand voice should be developer-native, specific, and a bit dry, not “ultimate guide” slop

The drafts passed a basic QA check, but we are not treating them as publish-ready yet.

Before publishing, the plan is:

• Run a deeper SERP brief per keyword
• Expand posts to around 1,500-2,500 words where needed
• Add 3-5 real image/product placements
• Add more external authority links
• Add BlogPosting, FAQ, Breadcrumb, Author/Organization schema where appropriate
• Run SEO, GEO/LLM visibility, schema, and content quality checks
• Publish as Shopify drafts first
• Manually review before making anything live
• Add reciprocal internal links after publishing

We also worked on the site architecture around the blog:

• Created a proper blog hub
• Split the blog into “Developer Culture” and “Tech Personalities”
• Added editorial category pages instead of default Shopify lists
• Added breadcrumbs and JSON-LD
• Improved title/meta handling
• Made article titles the anchor text instead of generic “read more”
• Kept the Shopify theme mostly Liquid/CSS without heavy JS

My questions:

1. Does this workflow sound like a reasonable hybrid agentic SEO process, or is it still too close to an AI content factory?
2. Is using Reddit for intent discovery in this way okay, assuming we are not copying posts or comments?
3. Would you publish the gift/developer merch cluster first and pause the long-tail entity pages until they are manually improved?
4. Are FAQ sections/schema still worth including on ecommerce blog posts, or would you focus more on direct answers, tables, and internal links?
5. What quality gate would you add before letting an agent-assisted draft become a live indexed page?

I’m especially interested in criticism. I’d rather fix the workflow now than scale something that looks good internally but is weak from an SEO/AI citation perspective. Also just to add, I'm so new to SEO, I'm doing this because I don't want to rely on meta ads thats why I'm try to explore SEO to help with marketing, I just combined all the YT videos and github repo that I gathered to create this workflow for my store.

Hello! I wrote a post yesterday and I got a lot of helpful comments and suggested to give numbers and context on my situation and store performance. I have consolidated and prepared the numbers from Meta and my store. Store has been live ~1 year, POD apparel niche (developers/tech professionals). Selling funny developer-niched graphic shirts.

Shopify numbers -> Last 30 Days

Metric	Value
Total orders (paid)	74
Total revenue	€4,079.57
AOV	€55.13
Currency	EUR
Orders w/ Meta landing site	41 (~55%)
Orders direct/organic	32
Orders from Google	1

Meta Ads numbers -> Last 30 Days

Date range: Apr 21 – May 20, 2026 Active spend: ~€51/day average, single ASC/CBO test campaign

Metric	Value	Notes
Spend	€1,526.61
Impressions	245,799
Reach	161,206
Frequency	1.52x
Link clicks	3,157
CTR	1.79%	Above the 0.9% e-com benchmark
CPC	€0.35	Very low
CPM	€6.21	Very low
Attributed purchases	42
Attributed revenue	€2,227.18
ROAS	1.46x	Account-wide, 7-day click + 1-day view

The Funnel (Meta-attributed, 30d)

Impressions      245,799
   ↓ 1.79% CTR
Link clicks        3,157
   ↓ 87%
LP views           2,747
   ↓
View content      3,096   (pixel-side, includes organic)
   ↓ 4.8%
Add to cart         151
   ↓ 52%
Init checkout        79
   ↓ 53%
Purchase             42   ← €2,227 attributed

The leak: ATC → Checkout (52%) is OK. Checkout → Purchase (53%) is where revenue dies. Industry average for shopify POD is closer to 65–75% at that step.

What I've tried (year of testing)

• ~40+ campaigns: CBO, ABO, Advantage+ Shopping, Andromeda, catalog/DPA, remarketing, prospecting
• Geo splits: US-only, EU/UK, AU/NZ/CA, WW (but since Q1 2026 i only focus on US)
• Creative: static images, UGC video, carousel, dynamic catalog (but only static images worked for me)
• Budget ranges: €5–€155/day per campaign
• Audiences: broad, interest-stacked, lookalikes, retargeting
• Multiple offers/positioning angles

Currently down to 1 active campaign (US testing, CBO, Top of funnel, problem aware). Everything else paused.

Trend Comparison — 30d vs 14d vs 7d

The story changes a lot depending on the window. 30d is healthier than 14d, which is healthier than 7d. So the trend is slowing, not stable.

Shopify

Metric	Last 30d	Last 14d	Last 7d
Orders (paid)	74	31	—
Revenue	€4,079.57	€1,871.10	—
AOV	€55.13	€60.36	—
Orders from Meta landing	41 (55%)	12 (39%)	—
Direct / organic	32	18	—

Meta Ads

Metric	Last 30d	Last 14d	Last 7d
Spend	€1,526.61	€578.33	€342.02
Impressions	245,799	63,981	37,022
Reach	161,206	35,726	23,731
Frequency	1.52x	1.79x	1.56x
CTR	1.79%	1.55%	1.42%
CPC	€0.35	€0.58	€0.65
CPM	€6.21	€9.04	€9.24
Add to cart	151	51	15
Initiate checkout	79	26	5
Attributed purchases	42	12	1
Attributed revenue	€2,227.18	€673.25	€33.67
ROAS	1.46x	1.16x	0.10x

What this tells me

• Costs going up: CPC nearly doubled (€0.35 → €0.65) and CPM up 49% in the last week vs the 30d average
• Funnel narrowing: ATC and IC counts are shrinking faster than spend is shrinking — efficiency is dropping
• 30d ROAS 1.46x → 7d ROAS 0.10x is not just a bad week, it's a downward trajectory
• Meta-attributed share of orders is dropping too (55% → 39%), meaning paid is delivering less of the mix

Context about me: I dont have entrepreneurial background (all that I've learned is from watching YT) videos but I have always wanted to have a business and I dont want to forever work in a company. So last year, I decided to give it a try. I saw the potential and I enjoy having my own business that generates money. Now, even if it is causing some mental fatigue of always thinking about it and doubting, I always try to think that I don't want it to go to waste and most probably I just need some help from experts. That's why here i am, feeling vulnerable in showing my numbers but taking chances.

Please let me know if you have questions and more data that I can provide. Hoping for your insights. Thank you! :)

I just need to rant and voice what I am currently feeling. For the past few weeks, this thought has been lingering in my head. After a year of diving into the e-commerce business and risking money to make it work, I have recently been thinking about just ending it.

But deep down, I am still yearning to see this through. I want to make it work because I have put in so much effort and applied all the knowledge I gathered from different sources. I even put money I do not have into this store. But for some reason, I just cannot get it to click. My ads do not perform as well as I want them to. I try feeding my ad account with different creatives, but nothing really works.

Even with the thought of giving up constantly there, I want to give it another chance. I feel like having a mentor to work with hand in hand would make a huge difference. I need someone to work with me directly, bounce ideas around, and help me analyze exactly what is missing in my ad account and my store. That would really help me identify the root issue and turn this problem around.

If any of you know a coach or mentor who will not burn through money I do not have, or if you worked with someone who helped you turn your own store around. I know this is a big ask. Right now, I do not have the budget to hire someone to do the marketing for me, and I genuinely want to learn how to do it myself anyway. A mentor would be ideal for me at this moment. I just hope to find someone affordable so I can sustain their help on top of the operational costs I already have to pay for my store.

Hey everyone,

I’m curious about the logistical side of your research: how are you all currently logging data, protocols, and observations for your subjects? Are you relying on complex spreadsheets, physical journals, or just winging it?

To give some context, I built an app designed to help log and monitor research protocols. I have a solid base of active users on it, but I’m planning a major update to add more functionalities and make data collection as seamless as possible.

Since this community is so focused on the actual science and tracking side-effects (like the recent posts on sleep and exhaustion), I wanted to crowdsource some ideas directly from you. If you were to use a dedicated app to log your research data, what features are absolute must-haves?

A few ideas I'm already looking at:
Reconstitution math and volume calculators
Detailed subject observation logs (tracking specific reactions like sleep quality, energy levels, etc.)
Protocol stacking timelines and scheduling
Half-life or compound decay tracking

What else would make your research more organized?

(Disclaimer: I’m not dropping the app name or any links here. I want to respect the sub's space and keep this strictly about gathering feedback to build a better tool for the research community!)

Hey everyone,

I’m curious to know how you all are currently keeping track of your protocols, dosages, and cycles. Are you using a spreadsheet, the notes app on your phone, or just going off memory?

I ask because I recently built an app to help log and monitor peptide sessions. I have a solid group of active users on it right now, but since the community here is growing and getting more organized, I want to crowdsource some ideas to make it even better.

If you were to use a dedicated tracker app for your research, what features would actually make your life easier?
A few ideas to start:

Easy dosage/reconstitution calculators
Cycle scheduling and reminder alerts
A clean way to log daily changes or side effects
Inventory tracking (so you know when to order more)

What else would be a must-have for you?

(Just a quick note: I’m not dropping any links or naming the app here because I want to respect the community space and keep this strictly educational/feedback-oriented. I’m genuinely just looking to see how everyone manages their tracking!)

I just need to rant and voice what I am currently feeling. For the past few weeks, this thought has been lingering in my head. After a year of diving into the e-commerce business and risking money to make it work, I have recently been thinking about just ending it.

But deep down, I am still yearning to see this through. I want to make it work because I have put in so much effort and applied all the knowledge I gathered from different sources. I even put money I do not have into this store. But for some reason, I just cannot get it to click. My ads do not perform as well as I want them to. I try feeding my ad account with different creatives, but nothing really works.

Even with the thought of giving up constantly there, I want to give it another chance. I feel like having a mentor to work with hand in hand would make a huge difference. I need someone to work with me directly, bounce ideas around, and help me analyze exactly what is missing in my ad account and my store. That would really help me identify the root issue and turn this problem around.

If any of you know a coach or mentor who will not burn through money I do not have, or if you worked with someone who helped you turn your own store around. I know this is a big ask. Right now, I do not have the budget to hire someone to do the marketing for me, and I genuinely want to learn how to do it myself anyway. A mentor would be ideal for me at this moment. I just hope to find someone affordable so I can sustain their help on top of the operational costs I already have to pay for my store.

Hey everyone!

I posted here a while back, but just to give some quick context: I built an app specifically to help log and monitor peptide, tox, and skin booster sessions. I currently have a solid group of active users on it, but I’m looking to do a major update to enrich the app and add more functionalities.

Since so many of us here map out and manage our own DIY sessions, I wanted to crowdsource some ideas directly from this community. I want to build things that are actually useful for our routines.

If you were to use an app to monitor, track, and log your treatments, what are the absolute must-have features you'd want to see?

A few things already on my radar to get the ideas flowing:

Visual face-mapping for injection sites and microneedling
Dosage/unit calculators or history logs
Before & after photo galleries
Reminders for touch-ups or next cycles

What else would make your life easier?

(Note: I’m not dropping the app name or any links here because I don't want this to be a promotional post. I’m genuinely just looking for your feedback and suggestions! Thanks in advance!)

Hey everyone!

I posted here a while back, but just to give some quick context: I built an app specifically to help log and monitor peptide, tox, and skin booster sessions. I currently have a solid group of active users on it, but I’m looking to do a major update to enrich the app and add more functionalities.

Since so many of us here map out and manage our own DIY sessions, I wanted to crowdsource some ideas directly from this community. I want to build things that are actually useful for our routines.

If you were to use an app to monitor, track, and log your treatments, what are the absolute must-have features you'd want to see?

A few things already on my radar to get the ideas flowing:

Visual face-mapping for injection sites
Dosage/unit calculators or history logs
Before & after photo galleries
Reminders for touch-ups or next cycles

What else would make your life easier?

(Note: I’m not dropping the app name or any links here because I don't want this to be a promotional post. I’m genuinely just looking for your feedback and suggestions! Thanks in advance!)

Not 100% sure if a clothing brand belongs in this subreddit 😅

But honestly, most of the people I’m building for are developers, founders, builders, designers, and generally tech-aware people… so I figured I’d post this here anyway.

I’ve been working on a small brand called CodeCulture — basically clothing inspired by developer culture, startup life, internet humor, coding references, late-night building sessions, terminal aesthetics, AI culture, etc.

The idea started because most “programmer merch” felt either:
- super cringe,
- overly gamer-focused,
- or looked like something from 2012 Stack Overflow 😭

I wanted to make designs that actually feel wearable outside of a hackathon.

Right now I’m experimenting with minimalist dev-themed pieces, startup/AI references, and designs that people in tech would recognize without screaming “i test in PROD”.

Would genuinely love feedback from people here:
- What kind of designs would you actually wear?
- Any coding jokes/references/aesthetics you think are underused?
- What do you wish existed in a store like this?
- Clean/minimal or more bold/chaotic?
- AI/startup culture references, cringe or good idea?

Also curious if anyone here has seen tech-focused apparel brands done well.

Would love ideas/suggestions before I expand the collection

codeculture.store

I published an app three weeks ago, and I built it without checking whether the keywords for the app have enough popularity in the App Store. I’ve just completed the initial ASO, using keywords that make sense for the app, but most of the keywords that actually fit the app have a popularity of five in Astro app.

How can you make this work if the popularity isn’t there?

https://preview.redd.it/gd1hkcew54zg1.png?width=1320&format=png&auto=webp&s=d708e4c3923e76d4dbd62ce77c7b6c6b755fc7c0

First time app developer here.

Hey r/SEO 👋

context: I have minimal knowledge about SEO. I just watch SEO videos about using Claude to automate SEO because I need be less dependent on Meta ads thats why I'm trying this.

I built a simple SEO blog generator pipeline for my online store and I'm trying to figure out backlinking + whether my analytics setup is enough. Would love some input from people who've been in this space longer.

What I built:
I created an automated blog pipeline using Claude (AI) + the DataForSEO API and GCS API. The flow is:

1. Pull keyword data via DataForSEO API and check GCS
2. Filter for keywords with low difficulty + decent search volume
3. Feed those keywords into Claude to generate blog posts targeting those terms
4. Publish to my store (Shopify)

It's only been running for 2 weeks so I don't have meaningful data yet, but the foundation feels solid.

What I'm trying to figure out:

1. Backlinking - is it even possible to automate or semi-automate this?
   I know backlinks are important for authority, but my current workflow is fully content-focused. I'm generating blog posts based on keyword difficulty/volume, but I have no backlink strategy at all. Is there a realistic way to build backlinks without doing manual outreach? Or is manual outreach just unavoidable at some point?

2. Is GA4 enough to monitor blog performance?
   Right now I'm only using Google Analytics 4 to track blog traffic and whether it contributes to purchases. Is GA4 sufficient for this, or should I be looking at something like Google Search Console alongside it? Specifically I want to know:
   - Are my blog posts actually ranking and generating organic clicks?
   - Are those readers converting into buyers?

Any advice appreciated - especially from people running content-driven SEO for e-commerce. 🙏

i started a small project called codeculture last year. the idea was simple. make developer focused shirts that people would actually want to wear, not the usual company swag

what i underestimated was distribution and marketing. i don’t come from that background and i’ve burned more money than i’m comfortable admitting trying to figure it out

lately i’ve been rethinking the approach. instead of trying to build a consumer brand from scratch, it might make more sense to work directly with teams that already have a strong culture

if you’ve ever ordered swag for your team or thought about it, what actually matters to you. design, quality, price, something else

just trying to understand where i might be thinking about this wrong

Looking for some input from people who’ve experimented with different peptides for recovery.

I’m about ~3 months post-op. Healing has been okay overall, but feels like it’s plateauing a bit at this point.

Right now I’m running:
- tirz
- KLOW protocol

and considering whether it makes more sense to switch over to BPC-157 instead, given it’s more directly associated with tissue repair.

Main questions:
- for those who’ve used both, did BPC feel more targeted/effective for recovery vs KLOW?
- is it still worth introducing BPC at this stage (3 months post-op), or is most of the benefit earlier in the healing window?
- did anyone stack them vs fully switching?

I’ve been tracking how things progress over time, but trying to be a bit more intentional with what I’m running next.

Would appreciate any real experiences or thoughts on this.

Created a a community where developers can share funny dev shirts.
https://www.reddit.com/r/DevShirts/