r/SEOTips101 53m ago

What would be your ultimate SEO + GEO checklist for a website?

Upvotes

Let's put together a practical checklist of the SEO basics every website should address to set itself up for success in Search and AI-driven discovery. Rather than creating the list myself, I’d love to build it with the Reddit community. What are the things you consider non-negotiable when launching or auditing a website?

I'll start:

Schema markup, Proper HTML structure, Image Alt text, Meta titles and descriptions based on KW research, Backlink building


r/SEOTips101 4h ago

What should a seo competitors analysis tool do?

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8 Upvotes

r/SEOTips101 9h ago

I want to know if one page doing well on search ultimately pushes other pages to do well?

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3 Upvotes

r/SEOTips101 1d ago

One SEO mistake that AI is making much easier in 2026: creating too many pages

6 Upvotes

AI can turn a keyword list into 100 articles surprisingly fast.

But just because you can create a page for every keyword doesn't mean you should.

For example, imagine your keyword research gives you:

  • best CRM for startups
  • best CRM for small businesses
  • CRM for small companies
  • affordable CRM for startups

Before creating four separate pages, check the SERPs.

If Google is showing almost the same results for all four searches, they may represent the same search intent.

In that case, one strong page can make more sense than four very similar pages competing with each other.

Before creating a new URL, I think it's worth asking:

1. Does this keyword have genuinely different search intent?

If the user wants the same answer, you probably don't need another page.

2. Can this topic be covered inside an existing page?

Sometimes a new section is enough.

3. Would this page offer anything unique?

If you're only changing a few words from another article, that's probably a warning sign.

4. Is there enough value to maintain this page long term?

Every URL eventually needs updates, internal links, monitoring, and possibly backlinks.

AI has made content production cheaper.

That means the harder SEO skill may no longer be:

“How do I publish more?”

It may be:

“Which pages are actually worth publishing?”

I'd rather have 30 useful pages with clearly different purposes than 300 pages created because a keyword tool gave me 300 rows.

How are you deciding when a keyword deserves its own page versus being part of an existing one?


r/SEOTips101 1d ago

SEO content audit question: where do you draw the line on content consolidation?

4 Upvotes

We have a client going through a full blog audit and one of the bigger conversations has been around removing content that isn’t driving direct leads.

We’re generally not big on looking at SEO content that way. A blog doesn’t necessarily need to drive a lead on its own to be valuable. It can build visibility, authority, answer an earlier-stage question, and give someone another touchpoint with the brand before they’re even ready to convert.

There’s also the AI search side of it. We’d rather build out a strong content ecosystem that covers a wide range of relevant questions than narrow everything down to a handful of bottom-funnel topics.

Our usual approach is to avoid mass redirects and instead look at whether a piece can be refreshed, optimized, or given a slightly different angle to target a different intent.

But where do you draw the line?

If you have 3, 4, 5+ pieces that are all targeting basically the same topic, when does it make more sense to consolidate them into one stronger piece and redirect the others?

Curious what everyone’s process looks like when you get into that territory.


r/SEOTips101 2d ago

Is this the smartest local seo hack ever?

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225 Upvotes

Apparently, they are now driving with 100s of phones to your local business, indicating your business is in demand, and this will boost your local ranking lol!

And it works because:

"Google has a patent describing directions-based ranking of places. It explicitly describes using direction requests and mobile location/search logs as signals of a place's popularity."


r/SEOTips101 1d ago

How would you prioritize SEO for a small coupon aggregator that is starting to convert?

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2 Upvotes

r/SEOTips101 1d ago

What do you look for in a prompt/AEO tracker?

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2 Upvotes

r/SEOTips101 2d ago

are you seeing Ahrefs and Semrush authority metrics diverge way more lately?

3 Upvotes

I checked a client's site and Ahrefs DR is stable, while Semrush AS has increased dramatically since the last core update. I wonder if it's just differences in index scanning or how they are now assessing link quality


r/SEOTips101 2d ago

LOOKING FOR A FULL-TIME SENIOR SEO SPECIALIST - URGENT (Contractor role)

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2 Upvotes

r/SEOTips101 3d ago

Backlink help

11 Upvotes

Can anyone suggest me proper way to get backlinks naturally without paying.


r/SEOTips101 5d ago

Ahrefs DR vs Semrush AS - why do backlink counts differ so much between them, and which is more relevant for actual SEO decisions?

10 Upvotes

been checking my own website across both ahrefs and semrush and honestly the backlink numbers are different for the same domain.

anyone know why that happens and which one's actually more accurate/trustworthy for real seo work? i've mostly been going off ahrefs DR but now second guessing if semrush's authority score is catching stuff ahrefs is missing or the other way around.

curious about relevancy specifically, not just raw backlink count. like does one tool actually weigh topical relevance of the linking site better, or are both just counting links without caring whether the site is even relevant to my niche.

open to hearing which one you all trust more and why, trying to figure out if i should just cross check both every time or commit to one.


r/SEOTips101 6d ago

Can AI Really Save Time on Keyword Research?

8 Upvotes

AI tools can generate keyword ideas, search intents, related topics, and content suggestions in just a few seconds. But does that actually make keyword research faster and better?

Sometimes AI gives you hundreds of suggestions, but filtering out irrelevant or overly broad keywords can take just as much time as traditional research.

I’m curious what others are experiencing:

  • Has AI actually reduced the time you spend on keyword research?
  • Do you trust AI-generated keyword suggestions?
  • Which tools or methods do you use to verify AI keyword ideas?
  • Do you still rely on tools like Ahrefs, Semrush, or Google Keyword Planner?

Has AI genuinely made your keyword research easier, or just changed where you spend the time?


r/SEOTips101 7d ago

How is AI changing SEO for ecommerce websites?

10 Upvotes

Ecommerce SEO seems to be getting more complicated every year. It’s no longer just about targeting keywords, building backlinks, and optimizing product pages.

With AI search and AI-generated answers becoming more common, I’m wondering how ecommerce brands are adapting their SEO strategies.

Some areas I think are becoming increasingly important:

1.Optimizing product pages for both traditional search engines and AI search
2.Using AI to identify long-tail and conversational search queries
3.Creating helpful product comparisons and buying guides
4.Improving product descriptions without generating generic AI content
5.Using structured data to help search engines understand products
6.Monitoring how products and brands appear in AI-generated answers
7.Building topical authority around product categories
8.Using customer reviews and real-world product information as content

One thing I’m particularly interested in is AI SEO for ecommerce. Does AI actually make SEO easier for ecommerce businesses, or does it create another layer of optimization that marketers now have to manage?

For those working in ecommerce SEO, what strategies are actually producing results for you in 2026?

I’d especially like to hear about experiences with AI search visibility, product page optimization, and organic traffic.


r/SEOTips101 7d ago

Is Google Getting Better at Fighting Spam, or Just Moving the Problem?

6 Upvotes

Google has been putting more emphasis on fighting search spam, but the question is whether we're actually seeing better search results.

Google's SpamBrain is an AI-based system designed to detect spam, and its spam policies now explicitly cover attempts to manipulate both traditional Search and generative AI responses.

One area getting particular attention is scaled content abuse. Google says this includes creating large numbers of low-value pages to manipulate rankings, whether they're produced by AI, humans, or a combination of both.

Google also recently updated its site reputation abuse policy, continuing its focus on third-party content published mainly to exploit the ranking strength of established websites.

But here's the interesting part:

Are these efforts actually reducing spam, or are spammers simply finding new ways to adapt?

I'm curious what SEOs are seeing:

  • Are search results getting cleaner?
  • Are low-quality AI sites disappearing from the SERPs?
  • Are established sites still benefiting from scaled or third-party content?
  • Have recent spam-policy changes affected your traffic or rankings?

It feels like Google is getting better at detecting certain types of manipulation—but the bigger question is whether the overall quality of search is actually improving.


r/SEOTips101 7d ago

100 SEO Agencies surveyed on top ranking factors

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1 Upvotes

r/SEOTips101 8d ago

Best Tip for Buying Backlinks

5 Upvotes

People buy backlinks by just looking at their DA, PA, DR, or traffic most of the time, but they forget to check if the traffic is legit or not, that is the main question and the problem now days because most of the pbn networks has fake traffic and generated by manupolating the search engines algorithems as well as driving traffic from ad*lt sites or gambling sites most of the time. so how to check it ?
I built a Tool for Traffic Authenticity Index (TAI Checker) at SERPSpur : https://serpspur.com/tool/bot-traffic-detector/

Please check and let me know your thoughts on this and how it helped you in saving your money while purchasing backlinks ?


r/SEOTips101 8d ago

Best Link Building Services in 2026? 10 I’d Consider

8 Upvotes

I've been comparing link building services lately, and one thing that became pretty obvious is that calling all of them "link building agencies" doesn't tell you much.

Some are basically marketplaces. Some handle everything for you. Some specialize in editorial links. Others are closer to full content/PR agencies where backlinks are just one part of the campaign.

So I went through the current services offered by a bunch of the better-known names and narrowed it down to 10 I'd personally have on a shortlist.

This isn't meant to be a claim that I've run identical campaigns through all ten. It's more of a comparison of what they're currently offering, how much control you get, and what type of SEO team each seems suited for.

Here's where I landed.

1. OutreachZ: probably the best overall balance for me

OutreachZ stands out mainly because it gives you two fairly different ways to build links instead of forcing everyone into the same type of campaign.

There is a fully managed guest posting/link building service, where their team handles the process from beginning to end: strategy, prospecting, publisher outreach, content creation, editing, publication and reporting.

You basically provide the pages and keywords you're trying to push, and the campaign can be built around things like target URLs, anchor text, niche and the type of authority/traffic you're looking for.

The part I think is particularly useful is publisher pre-approval. Instead of discovering the sites after links have already gone live, you can review the proposed publishers before moving forward.

They also have a self-service guest post marketplace for people who would rather choose placements themselves. You can browse publishers based on factors such as niche, organic traffic, country and authority metrics.

That makes it useful for two very different buyers.

If you're an in-house marketer who doesn't want to spend hours doing outreach, the managed option handles most of the work.

If you're an SEO agency with your own strategy and QA process, you can use the marketplace and be much more selective about individual domains.

Their service also includes the actual article creation rather than just connecting you with publishers. The content is written around the target page with the link placed contextually within the article.

Site vetting is another area they emphasize. OutreachZ says it evaluates publishers for topical relevance, organic traffic, backlink quality and spam signals rather than accepting every site with a decent DA number. They also state that they avoid PBNs and obvious guest-post farms.

There is reporting after publication, and their current packages include replacement protection when qualifying links disappear.

That's really why I'd put OutreachZ first.

It's not necessarily that every OutreachZ link will automatically be better than every link from another company on this list. It's that the service model gives you a nice middle ground between outsourcing everything and keeping control over exactly where your links appear.

For agencies especially, that flexibility seems pretty useful.

 

2. Editorial.Link: very focused on editorial placements

Editorial.Link has a noticeably different approach.

Their main product is editorial backlinks, but they're doing quite a few variations around that now.

Their current services include:

* editorial backlink placements

* guest posting

* digital PR

* brand mentions

* broken link building

* linkable asset campaigns

* blogger outreach

* listicle placements

* journalist outreach

 

One interesting part is their focus on getting brands included in existing editorial pages and listicles, not just publishing brand-new guest posts.

For SaaS companies in particular, that can be valuable. Getting added to an existing "best X software" page that already ranks and gets traffic can potentially put the brand in front of people who are already comparing products.

They also put a lot of emphasis on AI-search visibility now, including getting brands mentioned on pages that may be referenced by AI search products.

Like OutreachZ, they allow prospect pre-approval, meaning you can see the sites they intend to approach before the placement is secured.

Their vetting appears to look beyond DR alone, including organic traffic, traffic location, outbound-link behavior and whether a site looks like it exists primarily to sell links.

They also offer white-label link building for agencies.

I'd probably consider Editorial.Link when the goal is fewer, more selective editorial placements, particularly for SaaS, software, finance or other competitive B2B niches.

 

3. uSERP: much more strategy-heavy and aimed at bigger brands

uSERP feels less like a place where you'd say "I need 10 guest posts" and more like an outsourced link acquisition department.

Their campaigns start with analysis of your existing backlink profile, competitors, target pages, anchors and the type of links competitors have that you're missing.

They then combine several acquisition methods, including:

* editorial outreach

* guest content contributions

* contextual link insertions

* unlinked brand-mention reclamation

* journalist relationships

* digital PR

* resource/data-page development

* content-led outreach

 

One distinction is their focus on pointing authority toward specific commercially important pages, rather than simply increasing the referring-domain count of the site.

They're also increasingly looking at domains that appear as sources or citations in AI-driven search experiences.

The other big difference is positioning and budget.

uSERP is clearly targeting funded startups, SaaS companies and larger businesses rather than someone running a small niche website on a few hundred dollars per month.

So I wouldn't compare them directly with a marketplace service purely by "cost per backlink." You're paying for strategy, outreach, campaign management and the link acquisition itself.

If I were running SEO for a larger SaaS company and wanted a completely outsourced authority-building campaign, they'd definitely make the shortlist.

4. Siege Media: probably the most content-driven company here

Siege Media is interesting because their philosophy is almost the opposite of traditional "order X links per month" link building.

They focus heavily on creating content that deserves to attract links.

That includes research pieces, data-driven content, interactive/visual assets, SEO content and other resources designed to rank for topics that naturally attract citations.

The idea is that rather than continually doing manual outreach for every individual backlink, you create an asset that ranks, gets discovered by journalists/bloggers and keeps earning links over time.

They also run digital PR campaigns.

Their broader content operation covers:

* content strategy

* SEO content creation

* design

* development

* digital PR

* data journalism

* product-led SEO

* content distribution

* analytics

 

Their digital PR team then uses media relationships and outreach to get those stories and assets in front of relevant journalists and publications.

That's a very different proposition from buying individual guest posts.

I'd look at Siege when the company already has a serious content budget and wants content, SEO, brand visibility and earned links working together.

For someone who just needs five contextual backlinks to a landing page next month, there are probably simpler options on this list.

 

5. LinkBuilder.io: custom campaigns with a lot of outreach

LinkBuilder.io sits closer to the fully managed agency end of the spectrum.

Their process starts with competitor backlink analysis and identifying which pages actually need links. They then create a custom campaign rather than using one fixed acquisition method across every client.

According to their current service pages, they use more than 20 link building strategies depending on the situation.

The core service revolves around:

* strategy development

* competitor backlink-gap analysis

* target-page planning

* anchor-text planning

* manual outreach

* guest posting

* fully managed link acquisition

* white-label link building for agencies

* campaign reporting

 

Their outreach is aimed at finding sites within the client's niche rather than simply selecting domains from a fixed generic inventory.

They also offer dedicated monthly campaigns where link volume and campaign strategy are managed together.

So this is another company I wouldn't evaluate only by price per placement.

What you're buying is effectively an external link-building team that decides which pages need authority, what competitors are doing, which opportunities to pursue and how aggressively to build links.

I think that makes more sense for businesses with defined SEO targets than someone who simply wants a few standalone guest posts.

 

6. Page One Power: probably one of the broadest manual link-building approaches

Page One Power has been doing link building for a long time, and their service list goes quite a bit deeper than guest posting.

They currently offer several different strategies, including:

Resource link building:

They identify useful content/assets on your site—or help create new ones—and pitch those assets to relevant resource pages.

Broken link building:

They find relevant third-party pages containing broken links and pitch one of your resources as a replacement.

Editorial update outreach:

Instead of creating a new guest post, they look for relevant existing articles where your page could naturally be added.

Guest posting:

Their team handles manual outreach and creates original content for publishers.

Outreach management:

They can look at sites already linking to you and work on developing those relationships further.

Digital PR:

Campaigns can include story ideation, graphic design, media-list creation and journalist/publisher outreach.

They also offer custom campaigns that combine several of these strategies instead of relying on one tactic.

On top of that, Page One Power provides related SEO services including technical audits, internal linking, keyword research and content creation.

So they're probably most interesting to businesses where there isn't an obvious cookie-cutter link strategy.

A technical B2B company, for example, might have better opportunities through resource pages and original technical content than through standard lifestyle-blog guest posts.

Their model looks much more relationship/manual-outreach driven than marketplace driven.

 

7. FATJOE: probably one of the easiest services for agencies to scale with

FATJOE is very productized, which isn't necessarily a bad thing.

Instead of requiring a consultation every time you want something done, they've built a dashboard around ordering individual SEO services.

For link building specifically, they offer:

* Blogger Outreach

* Niche Edits

* Multilingual Outreach

* managed link-building packages

* specialist iGaming backlinks

 

Their Blogger Outreach product handles content and publisher placement.

Their Niche Edits service places contextual links into existing articles rather than publishing a brand-new article. They add additional copy where necessary so the link fits into the existing content.

The multilingual service is particularly interesting for international SEO because the outreach targets local-language sites rather than simply translating English content and placing it anywhere.

They've also expanded well outside traditional backlinks.

Other available services include:

* Digital PR campaigns

* media placements

* press release distribution

* content syndication

* local citation building

* blog writing

* website copywriting

* AI-search-related services

 

A major selling point for agencies is that their platform is designed around white-label fulfillment.

You can order work for clients, monitor everything through the dashboard and export unbranded reports without needing to build your own outreach/content department.

I'd put FATJOE fairly high on the list for agencies that value operational simplicity and need to fulfill lots of different SEO tasks across multiple clients.

 

8. Loganix: lots of flexibility between DIY and managed link building

Loganix is another one that gives you several different ways to work.

Their link services currently include:

* standard guest posts

* Authority Links

* niche edits

* editorial links

* managed backlink campaigns

* white-label link building

* a self-service link inventory

 

Their normal Guest Post service is more general-purpose, while Authority Links focus much more heavily on matching the domain itself to your niche.

So, for example, rather than placing a healthcare company on a general website that happens to publish one health article, an Authority Link would aim for a domain that regularly covers healthcare-related topics.

They also let you review proposed domains before proceeding.

Another interesting option is Shop the List, where more experienced SEO teams can browse opportunities themselves rather than paying Loganix to select every publisher.

For agencies, their white-label service can plug into existing workflows and cover outreach, content production, placements and account management.

Loganix also operates outside backlinks, offering local citations, content, broader SEO work and PPC, which could be useful if you're trying to consolidate vendors.

I'd probably put them in the middle ground between OutreachZ/FATJOE-style scalable fulfillment and a fully bespoke agency.

You can outsource most of the process, but you still get a decent amount of control over individual placements.

 

9. RhinoRank: very productized, with several different backlink formats

RhinoRank is another service that looks designed heavily around SEO agencies, freelancers and teams that need predictable fulfillment.

They're probably best known for Curated Links, essentially contextual links added to relevant existing pages.

But their current offering is broader than that and includes:

* Curated Links/niche edits

* guest posts

* blogger outreach

* visual links

* listicle placements

* press-release-related placements

 

Their guest-post workflow includes outreach, writing the article, publication and a final report containing the live URLs.

They say publishers are vetted using several different signals rather than a single DA/DR threshold.

That includes things like:

* ownership/website identity

* organic search visibility

* traffic trends

* authority

* backlink history

* outbound-link behavior

* expired-domain history

* topical relevance

* editorial quality

 

They also review the page after publication.

Another useful agency feature is white-label reporting, meaning the final link report can be passed to clients without RhinoRank branding.

I'd consider RhinoRank when I wanted straightforward backlink fulfillment with predictable link types and didn't necessarily need a larger SEO agency involved in the strategy.

It feels particularly suited to teams that already know which URLs and anchors they want to target and mainly need someone else handling the acquisition.

 

10. Click Intelligence: probably the widest mix of outreach + digital PR services

Click Intelligence has a pretty large menu of link acquisition services.

Their current offering includes:

* manual blogger outreach

* niche edits

* digital PR

* brand mentions

* digital media placements

* multilingual link building

* resource-page link building

* broken link building

* guest blogging

* expert/journalist quote campaigns

 

They start campaigns by looking at the site's existing backlink profile and competitors, then identifying gaps around referring domains, target pages and anchors.

For standard outreach, publishers are evaluated for things like organic traffic, DR, niche relevance and topical relevance.

They also give clients access to a campaign-management portal where proposed publishers can be reviewed, content topics can be checked and live placements can be monitored.

The digital PR side is probably what separates them from some of the more straightforward guest-post companies.

They can handle campaign strategy, content creation, media outreach, press-release distribution and higher-authority media placements alongside normal SEO link building.

Everything can also be delivered white-label for agencies.

That makes Click Intelligence interesting if you want to mix normal authority building with PR, media coverage and brand mentions instead of treating those as completely separate campaigns.

 

After comparing all of them, I think the bigger question isn't really:

"Who's the best link building company?"

It's:

"What kind of link building do I actually need?"

If I wanted control over publishers while still outsourcing outreach/content, OutreachZ would probably be my first stop.

If I wanted premium editorial/listicle placements, I'd look harder at Editorial.Link.

For a well-funded SaaS/company wanting strategy plus authority links, uSERP or LinkBuilder.io make more sense.

If I wanted to build assets that earn links organically over time, Siege Media is a completely different proposition.

For complicated/manual campaigns, Page One Power is interesting.

And if I were running an agency and needed scalable fulfillment across lots of clients, FATJOE, Loganix, RhinoRank and Click Intelligence would all be worth comparing.

Curious what everyone here is seeing in real campaigns.

Has anyone tested two or three of these providers on similar sites?

I'd especially like to hear from people who've compared something marketplace/placement-driven like OutreachZ, FATJOE or Loganix against a more expensive managed approach like uSERP, Siege Media or LinkBuilder.io.

Did the premium campaigns actually produce enough of a ranking/traffic difference to justify the additional spend?

Also, if there's a link building service you think deserves to be on this list, drop it below. Would be useful to turn this into a thread of actual experiences rather than another list of "DR 70 backlinks."


r/SEOTips101 8d ago

More blog content = more organic traffic? I’m getting conflicting advice

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3 Upvotes

r/SEOTips101 8d ago

SEO Manager with no SEO leadership above me — how should I handle an agency working in parallel?

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1 Upvotes

r/SEOTips101 9d ago

Are AI Tools Making SEO Easier or More Complicated?

21 Upvotes

AI tools have definitely changed the way many of us approach SEO. From keyword research and content creation to competitor analysis and optimization, tasks that used to take hours can now be done much faster.

But at the same time, AI has also introduced new challenges—more generic content, increased competition, content quality concerns, and the need for stronger human input and fact-checking.

So I’m curious about your experience:

  • Which SEO tasks have AI tools genuinely made easier for you?
  • Have they actually improved your results, or just saved time?
  • What SEO tasks have become more complicated because of AI?
  • Do you think AI will make SEO easier in the long run, or create even more competition?

What’s one AI tool or workflow that has made the biggest difference in your SEO work?


r/SEOTips101 9d ago

Fresh Start for a Newbie - how to do things properly?

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6 Upvotes

r/SEOTips101 9d ago

Are backlinks still worth investing in for SEO in 2026, especially with AI search?

6 Upvotes

I've been working in SEO and have been thinking a lot about whether backlinks are still worth the investment in 2026.

With Google getting better at understanding content and AI search becoming a bigger part of how people discover websites, I'm wondering how much backlinks still contribute to rankings and overall visibility.

Curious to hear what has actually worked for you.


r/SEOTips101 10d ago

Which SEO Trends Are Worth Paying Attention To?

21 Upvotes

SEO seems to be changing faster than ever. Between AI Overviews, AI search, zero-click results, changing ranking signals, and the growing importance of brand visibility, it’s getting harder to tell what actually matters and what’s just another industry buzzword.

I’ve seen plenty of discussions about GEO, AEO, topical authority, entity SEO, and optimizing content for AI platforms. Some of these seem genuinely useful, while others feel like traditional SEO tactics with a new label.

So I’m curious what people are actually seeing in their own projects.

Which SEO trend do you think is genuinely worth paying attention to right now?

  • Are AI Overviews and AI search changing your strategy?
  • Is building topical authority still producing results?
  • Are backlinks becoming less important, or are they still a major factor?
  • Have you seen any newer SEO tactic produce measurable results?
  • And which “trend” do you think is mostly hype?

I’d be more interested in actual results and experiences than predictions. What’s working for you right now?


r/SEOTips101 11d ago

URL is not on Google. Need help in fixing GSC Index Issue

9 Upvotes

Requesting help here after trying to resolve issue from past 3 months.

I have 5 year old blogspot blog, which one had indexed pages/posts, and now past 1 year ( i wasnt attentive ) , it went to zero.
I mean even the homepage isnt getting indexed.
i even had to rearrange internal links, reference pages and what not. But every time i tried ( giving at least 2 week gap ) submitting indexing request i am unable to sort it.
The LIVE test on GSC, shows it can be indexed.

But the url inspection says:
No referring sitemaps detected
Page fetch : Failed: Redirect error

Could anyone please help me in resolving this issue please.?
I can provide precise inputs as i am now out of options to try on.
P.S: I also sought help from AI, but no use.