What Is Keyword Cannibalization? A Clear Guide to Diagnosing and Fixing It

Keyword cannibalization happens when two or more pages on the same website target the same, or very similar, search intent. Instead of helping Google understand your topical authority, the pages may compete with each other for rankings, clicks, links and conversions.

This whole thing is often misunderstood. Having multiple pages mention the same keyword does not automatically create a problem. Cannibalization usually appears when those pages are too similar in purpose, poorly differentiated, internally competing or repeatedly changing positions in the search results.

The result can be frustrating:

  • A weaker page ranks instead of your best page.
  • Rankings fluctuate between two URLs.
  • Organic traffic is split across several pages.
  • Backlinks point to different versions of the same topic.
  • Your conversion-focused page receives less visibility.
  • Content updates become difficult because nobody knows which URL is the primary result.

A structured audit can reveal whether you have a genuine keyword cannibalization issue or simply several pages serving different user needs. Once you know the difference, you can consolidate, retarget, redirect or restructure the content without damaging valuable rankings.

What Is Keyword Cannibalization in SEO?

Keyword cannibalization is an SEO issue where multiple URLs from one website compete for the same search query or closely related queries.

For example, imagine an online marketing site with these pages:

  1. /keyword-research-guide/
  2. /best-keyword-research-tools/
  3. /how-to-do-keyword-research/

There may be a valid reason for all three pages to exist. One could target an educational guide, another could compare software, and the third could explain a practical process. If all three pages use the same title angle, repeat the same advice and target “keyword research” as their primary term, though, Google may struggle to identify the most relevant URL.

That is where the issue starts.

Keyword cannibalization can affect:

  • Informational content
  • Commercial landing pages
  • Product category pages
  • Location pages
  • Blog articles
  • Service pages
  • Affiliate content
  • E-commerce product listings

It is not limited to pages that have identical keywords. Search intent matters more than exact wording.

A Simple Keyword Cannibalization Example

Suppose a website publishes four articles:

URL Target keyword Search intent Potential issue
/seo-audit-guide/ SEO audit Informational Main guide
/how-to-do-an-seo-audit/ How to do an SEO audit Informational May overlap heavily
/seo-audit-checklist/ SEO audit checklist Practical Could deserve its own page
/best-seo-audit-tools/ Best SEO audit tools Commercial investigation Different intent

The first three pages may overlap, but not necessarily. The checklist page could be valuable if it offers a downloadable framework, templates and a distinct workflow. The tools page probably serves a separate user need.

In practice, you need to compare the pages’ intent, structure, content depth, rankings, backlinks and conversion goals before deciding that cannibalization exists.

Why Keyword Cannibalization Matters

When several URLs compete for the same topic, your site may send unclear relevance signals. Google still chooses a page, but the chosen URL may not be the one you would select.

That creates several risks.

1. Your Best Page May Not Rank

A short blog post may rank above a detailed service page because it contains a closer keyword match. That can be commercially unhelpful if the service page is better designed to generate enquiries or sales.

2. Authority Signals Become Divided

Internal links, external backlinks, user engagement and topical relevance can be distributed across multiple URLs. Each page may have some authority, but none becomes the clear destination for the topic.

3. Rankings Can Rotate

Google may show one URL for a few weeks and another later. This is sometimes called URL swapping. It can suggest that the search engine sees multiple possible results but lacks a strong reason to consistently prioritise one.

4. Reporting Becomes Less Reliable

If traffic and conversions are split across related pages, your SEO reporting becomes harder to interpret. You may not know which page deserves more links, which content needs updating or whether a campaign is actually improving performance.

5. Crawl and Maintenance Costs Increase

Large websites can create thousands of overlapping URLs through filters, tags, location variations and automatically generated pages. This can waste crawl attention and make content governance difficult.

6. Conversion Paths Become Confusing

A visitor searching for a commercial service might land on an old informational article with no clear call to action. The page gets impressions, but the business misses the opportunity.

Is Keyword Cannibalization Always Bad?

No. Multiple pages can rank for the same broad keyword without creating a serious problem.

Google often displays several pages from one domain when they answer different parts of a topic. A site might rank with:

  • A comprehensive guide
  • A comparison page
  • A product page
  • A glossary definition
  • A case study
  • A local landing page

This can increase your search visibility.

The key question is not, “Do several pages mention the keyword?” It is:

Do several pages compete for the same user, the same intent and the same ranking opportunity?

If the pages have clearly different purposes, keep them separate. If they repeat one another and rankings are unstable, investigate more closely.

Signs That Multiple Pages Are Healthy

Multiple pages are often acceptable when:

  • They target different search intents.
  • Their titles and headings are clearly differentiated.
  • They rank for distinct keyword variations.
  • Each page has a separate conversion or navigation purpose.
  • Search results show both pages for relevant queries.
  • Users need both pages during the buying journey.
  • The pages have unique supporting evidence, examples and internal links.

Signs of Genuine Cannibalization

You may have a real problem when:

  • Two URLs rank for the same keyword but alternate unpredictably.
  • Both pages have nearly identical content.
  • One page has weaker engagement but outranks the intended page.
  • Google indexes an outdated version instead of the current one.
  • Search Console shows impressions split between similar URLs.
  • You repeatedly update both pages for the same topic.
  • Internal links point to different pages using the same anchor text.
  • Backlinks are divided between duplicate or overlapping resources.

Common Causes of Keyword Cannibalization

Keyword cannibalization usually develops gradually. It is rarely caused by one isolated mistake.

Publishing Without a Keyword Map

A content team may create articles whenever an idea appears, without recording the primary keyword, search intent and target URL. Over time, several writers cover the same subject from slightly different angles.

This is common on websites publishing at scale. It becomes more likely when content is created across different departments or agencies.

Similar Page Titles and H1 Headings

Titles such as these create confusion:

  • SEO Audit Guide
  • Complete SEO Audit Guide
  • How to Complete an SEO Audit
  • SEO Audit Process Guide
  • SEO Audit Checklist Guide

The wording changes, but the implied purpose may remain almost identical.

Updating Old Content Without Auditing Existing Pages

A team may publish a new guide because the old one looks outdated. The better solution could have been to update the existing URL. Publishing a replacement without redirecting or restructuring the original creates two competing assets.

Location Page Templates

Local SEO programmes often create pages such as:

  • SEO agency London
  • SEO agency Manchester
  • SEO agency Birmingham

These pages can be useful when each location has genuine local expertise, case studies and service information. If every page uses the same copy with only the city name changed, they may create thin or overlapping content.

Product and Category Overlap

E-commerce sites sometimes target a product keyword with both a category page and a blog post. For example:

  • /running-shoes/
  • /best-running-shoes/
  • /running-shoes-buying-guide/

These pages can coexist, but their intent must be clearly separated. A category page should help users browse products, while a guide should explain selection criteria.

Tags, Archives and Filter URLs

Blog tags, author archives, filtered category pages and faceted navigation can create multiple URLs containing similar content. These URLs may be indexed when they offer little independent value.

AI-Assisted Content at Scale

AI writing tools can accelerate content production, but unplanned automation can produce several articles around the same keyword. The tool is not the underlying issue. The problem is publishing without a content architecture, editorial review and URL-level keyword assignment.

This is where SEO Letters becomes useful. It can support keyword research, content clustering, article planning and scheduled publishing, helping you identify related topics before your site accumulates overlapping pages.

How to Diagnose Keyword Cannibalization

A reliable diagnosis combines data from Google Search Console, Google Analytics, a rank tracker and a manual content review. No single tool can confirm cannibalization in every case.

Step 1: Build a URL and Keyword Inventory

Start with a spreadsheet or database containing every indexable content URL.

Include these fields:

Field Why it matters
URL Identifies the page under review
Page title Shows the intended topic
H1 Confirms the main on-page angle
Primary keyword Records the planned target
Secondary keywords Shows related coverage
Search intent Separates informational and commercial pages
Organic clicks Measures traffic contribution
Impressions Shows visibility potential
Average position Indicates ranking strength
Conversions Shows business value
Referring domains Measures external authority
Canonical URL Checks consolidation signals
Indexation status Confirms whether Google can use the page

Export your landing pages from Google Search Console and compare them with your keyword map. If you do not have a keyword map, creating one is already a useful corrective step.

Step 2: Identify Keyword Groups

Group keywords by meaning and intent, not only by exact phrase.

For example, these terms could belong to one topic cluster:

  • What is keyword cannibalization
  • Keyword cannibalization meaning
  • Keyword cannibalization SEO
  • How to find keyword cannibalization
  • Fix keyword cannibalization

They do not all need separate pages. One comprehensive guide may satisfy the first four, while a detailed troubleshooting article could target the final term if it provides a genuinely different workflow.

Use a similarity threshold to prioritise investigation:

Similarity level Recommended action
0 to 30% Usually separate topics
31 to 60% Review intent and page structure
61 to 80% Likely overlap worth auditing
81 to 100% Strong consolidation or retargeting candidate

These percentages are working guidelines rather than Google rules. Human review still matters.

Step 3: Compare Search Results Manually

Search the main keyword in an incognito browser or a neutral search environment. Record which URLs appear from your domain.

Check:

  • Whether multiple pages rank on the same results page
  • Which URL ranks highest
  • Whether the ranking URL changes across related searches
  • What type of pages Google prefers
  • Whether competitors use one comprehensive page or several focused pages
  • Whether the query is informational, commercial, local or transactional

Search intent is the central point here. If Google consistently ranks a product page for a query and your blog article tries to compete with it, the content strategy may be misaligned.

Step 4: Use Google Search Console Performance Data

Open Search results in Google Search Console and filter by a query. Then inspect the pages receiving impressions and clicks.

Look for:

  • Several URLs receiving substantial impressions for one query
  • Two pages with similar average positions
  • High impressions but low clicks for the page you want to rank
  • A decline on one URL that coincides with growth on another
  • Clicks moving from an updated page to an older page

Search Console does not label something as cannibalization. It provides clues.

A Practical Search Console Review

For each suspected keyword:

  1. Filter the query.
  2. Open the Pages tab.
  3. Export the results.
  4. Compare clicks, impressions, CTR and position.
  5. Review the landing page titles and intent.
  6. Repeat the process for close keyword variations.
  7. Note whether the same URL is consistently dominant.

If one URL receives nearly all clicks and the other has only a few impressions, that may not be a problem. If both receive meaningful visibility and compete for the same user, continue the audit.

Step 5: Check Rank History

Rank tracking software can expose URL swapping that is difficult to see in a single search.

Create a report showing:

  • Keyword
  • Ranking URL
  • Position by date
  • Search volume
  • SERP features
  • Competitor movement

A pattern like this may indicate cannibalization:

Month URL A position URL B position
January 8 34
February 19 11
March 7 24
April 16 9

This does not prove the issue by itself. Algorithm updates, backlinks, seasonality and intent changes can also affect rankings. Still, repeated switching is a useful diagnostic signal.

Step 6: Compare Content Similarity

Read the pages side by side. Do not rely only on word counts or automated similarity scores.

Compare:

  • Main promise
  • Target audience
  • Search intent
  • Content outline
  • Examples
  • FAQs
  • Internal links
  • Calls to action
  • Original research
  • Product or service relevance

Two pages can use different wording while offering the same answer. That is topical duplication in practical terms.

Step 7: Review Internal Links and Canonicals

Internal links tell search engines which pages your site considers important. If five articles link to /seo-audit-guide/ and five others link to /how-to-do-an-seo-audit/ using the same anchor text, your architecture may be divided.

Review:

  • Navigation menus
  • Breadcrumbs
  • Related article modules
  • Footer links
  • Contextual links
  • XML sitemaps
  • Canonical tags
  • Redirect chains

A canonical tag can help consolidate duplicate or very similar URLs, but it is not a universal solution for pages with different purposes. Canonicalisation should reflect your preferred version, not simply mask a poor content structure.

How to Score Cannibalization Risk

A scoring rubric can make audits more consistent.

Score each category from 0 to 3:

Category 0 1 2 3
Keyword overlap None Minor Moderate Very high
Intent overlap Different Related Similar Identical
Content similarity Low Some High Nearly duplicate
URL competition None Occasional Regular Constant
Internal link conflict None Limited Noticeable Strong
Business purpose conflict None Low Moderate High

Interpret the total as follows:

  • 0 to 5: Low risk. Keep the pages, but monitor them.
  • 6 to 10: Moderate risk. Clarify intent, titles and internal links.
  • 11 to 18: High risk. Consolidation, redirection or major retargeting is likely required.

This score is not an algorithmic truth. It is an operational tool for prioritising work across a large site.

How to Fix Keyword Cannibalization

The right solution depends on the pages’ value, intent and authority. Avoid deleting content simply because two URLs contain similar terms.

Option 1: Consolidate the Pages

Combine overlapping content into one stronger resource when one URL clearly deserves to become the primary page.

A consolidation process usually looks like this:

  1. Choose the strongest URL.
  2. Export the best sections, examples and data from both pages.
  3. Rewrite the combined article into one coherent structure.
  4. Remove repeated or outdated sections.
  5. Update the title, H1 and metadata.
  6. Add relevant internal links.
  7. Redirect the weaker URL to the primary URL.
  8. Update the sitemap and internal links.
  9. Request re-crawling through Search Console.
  10. Monitor rankings, clicks and conversions for several weeks.

Choose the primary page based on:

  • Existing organic traffic
  • Backlinks and referring domains
  • Historical rankings
  • Conversion performance
  • URL relevance
  • Content quality
  • Indexation history

Do not automatically choose the newer page.

Option 2: Retarget One Page

Sometimes both pages deserve to remain, but one needs a narrower focus.

For example:

  • Main guide: Keyword cannibalization
  • Supporting article: How to fix keyword cannibalization in Shopify
  • Commercial page: SEO content planning software
  • Case study: How a publishing team resolved URL competition

Retargeting may involve changing:

  • The primary keyword
  • The title
  • The H1
  • The introduction
  • Subheadings
  • Examples
  • Internal links
  • Metadata
  • Calls to action

The page should become visibly different to users, not merely adjusted for search crawlers.

Option 3: Use a 301 Redirect

A 301 redirect is appropriate when a page has no independent purpose and its value should be transferred to another URL.

Use a redirect when:

  • The content is substantially merged.
  • The old URL has backlinks.
  • The old page has no unique conversion purpose.
  • The new URL is a clear replacement.
  • Users would expect the same topic at the destination.

Check for redirect chains and update direct internal links. A redirect from URL A to URL B to URL C is untidy and can create avoidable technical issues.

Option 4: Add a Canonical Tag

Canonical tags can help when several URL versions contain substantially the same content, such as tracking parameters or duplicate product paths.

They may be suitable for:

  • Parameterised URLs
  • Print versions
  • Duplicate product routes
  • Syndicated content
  • Very similar filter combinations

A canonical tag is less suitable when two pages are genuinely different but happen to target related keywords. In that situation, retargeting or consolidation is usually clearer.

Option 5: Noindex Low-Value Pages

Use noindex cautiously. It can remove thin archives, internal search pages or low-value filter results from search results, but it does not merge authority in the same way as a redirect.

Possible candidates include:

  • Empty tag pages
  • Internal search results
  • Thin author archives
  • Duplicate filter pages
  • Temporary campaign URLs

Do not noindex a page that has valuable backlinks or meaningful organic conversions without reviewing its business role first.

Option 6: Strengthen the Preferred Page

If the pages are not duplicates, you may simply need to make the preferred URL more authoritative.

Strengthen it with:

  • Better first-hand examples
  • Clearer topical coverage
  • Original data
  • Expert commentary
  • Stronger internal links
  • Relevant external references
  • Improved page experience
  • More useful visual assets
  • A clearer conversion path

This is where SEO Letters as a blog writing engine can support the production workflow. You can use it to build structured articles, map internal links, generate content around topical clusters and maintain a consistent publishing cadence, while your team retains editorial oversight.

A Detailed Keyword Cannibalization Example

The Scenario

A SaaS company publishes these pages:

  • /content-calendar-guide/
  • /how-to-create-a-content-calendar/
  • /content-calendar-template/
  • /content-planning-software/

The first two articles explain almost the same process. The template page offers a downloadable spreadsheet, while the software page targets commercial users.

The Data

The company finds the following results:

URL Monthly clicks Impressions Average position Conversions
Content calendar guide 620 18,400 9.2 14
How to create a content calendar 410 15,100 12.7 6
Content calendar template 280 9,600 16.4 31
Content planning software 190 7,800 21.1 42

The first two pages compete heavily. The template page has a different practical intent and produces more leads per visitor. The software page is commercially distinct and should not be merged with the educational guides.

The Recommended Fix

The company could:

  1. Merge the first two guides.
  2. Redirect /how-to-create-a-content-calendar/ to /content-calendar-guide/.
  3. Keep the template page and link to it prominently from the guide.
  4. Keep the software page as a commercial landing page.
  5. Add contextual links from the guide to the template and software page.
  6. Update the anchor text so each link has a clear purpose.
  7. Track organic conversions, not only rankings.

The outcome should be a stronger main guide, a clearer internal architecture and a better route from informational search to product consideration.

How to Prevent Keyword Cannibalization

Fixing existing overlap is useful, but prevention is less expensive.

Create a Central Keyword Map

Every planned page should have one primary target and a defined role.

Your keyword map should record:

Planning field Example
Primary keyword Keyword cannibalization
Search intent Informational
Preferred URL /keyword-cannibalization-guide/
Supporting terms SEO cannibalization, competing pages
Funnel stage Awareness
Related commercial page SEO content planning software
Internal links in SEO audit, content strategy
Internal links out Site audit, content planning
Status Published and monitored

This gives writers and editors a shared reference point.

Build Topic Clusters Before Publishing

A topic cluster should define:

  • The pillar page
  • Supporting articles
  • Search intent for each URL
  • Audience stage
  • Keyword group
  • Internal linking direction
  • Content owner
  • Refresh date

For keyword cannibalization, a cluster might include:

  • What is keyword cannibalization?
  • How to find cannibalization in Google Search Console
  • How to merge overlapping SEO articles
  • Technical SEO audit checklist
  • Content cluster planning
  • SEO content software

The pages can support one another without trying to answer the same question in the same way.

Use a Pre-Publication Overlap Check

Before publishing, ask:

  1. Does another URL already target this intent?
  2. Would updating an existing page be more logical?
  3. Is this a new topic or merely a new wording?
  4. What will the page do that the existing resource does not?
  5. Which URL should receive internal links for this subject?
  6. Does the proposed title reflect a genuinely different SERP need?

This takes a few minutes and can prevent months of ranking confusion.

Schedule Content Refreshes

Content decay and overlap often appear when old articles are ignored. A refresh campaign can identify pages with declining traffic, outdated information or competing URLs.

A disciplined refresh process includes:

  • Reviewing ranking URLs every quarter
  • Comparing related pages by intent
  • Updating old statistics and references
  • Combining thin articles
  • Improving internal links
  • Checking title and metadata duplication
  • Reassessing conversion paths

SEO Letters supports scheduled campaigns, content refresh workflows, keyword research and publishing to platforms such as WordPress and Shopify. That matters when your site has hundreds of pages and manual reviews keep slipping.

Keyword Cannibalization and Internal Linking

Internal linking will not solve severe duplication, but it can clarify page hierarchy.

Use internal links to signal:

  • Which page is the main topical resource
  • Which pages are supporting explanations
  • Which page is commercial
  • Which URL should receive authority
  • How users should move through the topic cluster

For example, supporting articles about SEO audits could link to a central audit guide with descriptive anchors such as:

  • SEO audit process
  • technical SEO audit guide
  • complete SEO audit framework

Avoid forcing the exact same anchor text into every link. Natural variation is more useful for users and tends to create a clearer site structure.

Keyword Cannibalization in E-commerce

E-commerce websites have additional risks because category, collection, product and editorial URLs can overlap.

Common E-commerce Conflicts

  • Category page versus buying guide
  • Product page versus product comparison
  • Collection page versus filtered collection
  • Brand page versus product category
  • Seasonal landing page versus permanent category
  • Review article versus product detail page

A useful structure might be:

Page type Primary purpose Example target
Category Browse products running shoes
Buying guide Learn how to choose how to choose running shoes
Comparison Compare options best running shoes for beginners
Product page Buy one item Nike Pegasus running shoes
Brand page Explore a brand Nike running shoes

The more clearly each page serves a different stage, the less likely it is to cannibalise another URL.

Keyword Cannibalization in Local SEO

Local websites often create too many pages around a service and location.

A strong local page should contain genuinely useful local signals:

  • Address or service area
  • Local team information
  • Relevant case studies
  • Customer evidence
  • Location-specific FAQs
  • Local pricing or availability
  • Unique service details

If every location page has the same paragraphs with a town name replaced, you may have thin duplication rather than a useful local architecture. Consolidating nearby areas into one service-area page may be safer.

How to Measure the Results After Fixing Cannibalization

Do not judge the fix after two days. Search engines need time to recrawl, reprocess signals and settle on the preferred URL.

Track these KPIs:

  • Total clicks for the keyword group
  • Impressions for the keyword group
  • Average ranking position
  • CTR
  • Number of ranking URLs
  • Organic conversions
  • Referring domains to the preferred URL
  • Indexed URL count
  • Revenue from organic landing pages

Before-and-After Reporting

KPI Before fix After fix Interpretation
Ranking URLs for topic 3 1 Clearer URL focus
Monthly clicks 1,020 1,460 Greater combined visibility
Average position 14.1 7.8 Improved ranking strength
Organic leads 22 39 Better commercial outcome
Referring domains to primary page 18 31 Authority consolidation

The total traffic may initially dip if an old page loses visibility. That does not automatically mean the fix failed. Check the combined performance of the entire keyword group and the quality of conversions.

Key Mistakes to Avoid

Deleting Pages Without Reviewing Backlinks

A low-traffic page might still have strong referring domains or valuable assisted conversions. Always check links, rankings and analytics before removing it.

Changing URLs Too Quickly

A URL change creates migration risk. If the current URL has history, keeping it and improving the content may be the safer option.

Using Canonicals as a Shortcut

Canonical tags are not a substitute for content strategy. If pages have different purposes, define those purposes instead.

Merging Pages That Serve Different Intents

A guide, product page and case study may share a topic but support different users. Consolidating them could make the result less useful.

Optimising Only for Exact Keywords

Search engines understand related terms and entities. A page does not need a unique exact-match keyword if it has a clearly distinct user purpose.

Publishing at Volume Without Governance

High output can create topical authority, but uncontrolled output can produce a crowded site where every page competes with another. Content production needs a map, review process and refresh cycle.

How SEO Letters Supports Cannibalization Prevention

Keyword cannibalization is partly a content problem and partly a workflow problem. When research, briefing, writing, linking, publishing and refreshing happen in disconnected tools, overlap becomes easier to miss.

SEO Letters brings those stages into one publishing workflow. It can help you:

  • Research keywords with difficulty ratings.
  • Build topical authority clusters.
  • Identify content gaps against competitors.
  • Plan articles around search intent.
  • Generate structured long-form content.
  • Add headings, internal links, schema and images.
  • Publish directly to WordPress or Shopify.
  • Schedule autonomous content campaigns.
  • Refresh existing articles on a recurring basis.
  • Create content in 21 languages.
  • Track performance from published pages.
  • Route different workflow stages through Gemini, OpenAI or Claude using your own keys.

That does not remove the need for SEO judgement. It gives your team a more controlled system for applying it, which is the important part when your publishing operation becomes large.

A Repeatable Monthly Cannibalization Audit

If you’re managing an active content programme, use this monthly process:

  1. Export the latest landing page and query data from Google Search Console.
  2. Group URLs by primary topic and search intent.
  3. Flag pages with overlapping titles, H1s and keyword groups.
  4. Check whether ranking URLs are switching.
  5. Review pages with declining clicks and rising impressions.
  6. Compare internal links and canonical signals.
  7. Score cannibalization risk.
  8. Choose an action: keep, retarget, merge, redirect, canonicalise or noindex.
  9. Update the keyword map.
  10. Record the change and monitor results for at least four to eight weeks.

A quarterly deep audit should also include backlinks, content quality, conversion data, international versions and technical indexation.

Final Takeaway: Make Every URL Earn Its Place

Keyword cannibalization is not simply a matter of repeating a phrase on two pages. It is a failure of topic ownership, intent mapping or URL-level strategy. You need to understand what each page is meant to achieve and whether Google can identify that purpose.

The practical framework is straightforward:

  • Inventory your URLs.
  • Group related keywords.
  • Compare search intent.
  • Use Search Console and rank history.
  • Review content similarity.
  • Consolidate or retarget where necessary.
  • Strengthen internal links.
  • Monitor combined performance.
  • Prevent future overlap with a keyword map and publishing workflow.

If your site publishes regularly, try SEO Letters to organise keyword research, content clusters, structured article creation, internal linking, publishing and refresh campaigns in one place. When it comes to sustainable organic growth, the strongest result usually comes from a disciplined system that keeps every page focused, useful and connected to a measurable business objective.

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