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Back to Strategy Hub

Microsoft Dynamic Search Ads (DSA): Inventory Mining Strategy (2026)

2026-01-28
23 min read
Kiril Ivanov
Kiril Ivanov
Performance Marketing Specialist

On this page

  • Part 1: Page Feeds (Control)
  • Part 2: How Headlines Are Generated
  • Static Descriptions
  • Part 3: Negative Keywords
  • Part 4: DSA as a Research Tool
  • Part 5: Summary & Checklist

Dynamic Search Ads (DSA) do not use keywords.

They use your Website Content.

That is the simple version.

Instead of building a campaign around a fixed keyword list, Microsoft Advertising looks at your website, understands the content of your pages, and matches relevant searches to the right landing page.

That can be powerful.

It can also be risky.

Dynamic Search Ads are useful because people search in messy, specific, unpredictable ways.

They do not always search the way marketers build keyword lists.

They search with long phrases.

They search with colours.

They search with sizes.

They search with locations.

They search with questions.

They search with product details.

They search with model numbers.

They search with problems.

They search with half formed ideas.

A normal keyword campaign can miss these searches.

A DSA campaign can find them.

That is why Dynamic Search Ads can be useful for large websites, ecommerce stores, real estate portals, travel sites, hotels, dealerships, recruitment websites, education providers, service directories and any business with many useful landing pages.

But DSA is not magic.

It is not a replacement for good strategy.

It is not a shortcut for a poor website.

It is not an excuse to let the platform do whatever it wants.

DSA works best when your website is clean, your page titles are useful, your content is clear, and your exclusions are strict.

If your website is messy, DSA can make the mess more expensive.

If your website is well structured, DSA can become one of the best ways to discover new search demand.

Here is the basic idea.

  • User searches "Red Nike Running Shoes Size 10".
  • Bing crawls your site -> Finds the exact product page.
  • Bing generates a Headline: "Red Nike Shoes - Size 10".
  • Bing lands the user on that exact page.

This is why DSA matters.

The person has a specific need.

The platform finds the page that matches that need.

The ad headline reflects the search.

The landing page matches the intent.

That is a strong journey.

It feels natural to the user.

It also helps the advertiser cover long tail demand without building thousands of manual keywords.

But control matters.

You do not want DSA sending people to your privacy policy.

You do not want it sending people to an old blog post.

You do not want it generating ads for out of stock products.

You do not want it promoting discontinued services.

You do not want it spending on support queries.

You do not want it competing with your best manual campaigns without a clear plan.

That is why this guide is about inventory mining.

Not blind automation.

The goal is to use DSA as a controlled search discovery system.

It should find new converting queries.

It should support manual campaigns.

It should reveal gaps in your keyword coverage.

It should help you understand how people search for your products and services.

In this "Mega-Authority" guide, we cover:

Page Feeds

Controlling the crawl with specific URL lists.

Negative Keywords

Essential hygiene to stop budget waste.

Ad Copy

Managing static descriptions for dynamic ads.

Inventory Mining

Using DSA as a search discovery system.

The aim is simple.

Let automation find opportunities.

But do not let automation run the account.


Part 1: Page Feeds (Control)

Don't let Bing crawl your whole site (About Us, Privacy Policy).

Use a Page Feed.

This is the most important control in a serious DSA setup.

A page feed tells Microsoft which URLs you want to use.

Instead of leaving the platform to choose from your whole website, you give it a controlled list of pages.

That changes the campaign.

It moves DSA from broad automation to managed automation.

That is the difference between a dangerous setup and a useful one.

  1. Create Spreadsheet: Page URL, Custom Label.
  2. Upload to Business Data.
  3. Target only URLS with Label "In Stock Product".
  • Result: Ads strictly for products you want to sell.

This is especially important for ecommerce.

An ecommerce website may have thousands of URLs.

Some are useful.

Some are not.

You may have:

  1. Product pages.
  2. Category pages.
  3. Sale pages.
  4. Out of stock products.
  5. Old seasonal products.
  6. Blog posts.
  7. Help pages.
  8. Delivery pages.
  9. Returns pages.
  10. Privacy pages.
  11. Terms pages.
  12. Account login pages.
  13. Search result pages.
  14. Filtered URLs.
  15. Duplicate pages.

Not all of these should be used for ads.

The user searching for a product should land on a product or category page.

They should not land on a delivery policy.

They should not land on a blog post unless that is intentional.

They should not land on a discontinued product.

They should not land on a page that cannot convert.

That is why page feeds matter.

They give you a cleaner set of landing pages.

They also let you group pages with custom labels.

For example, an ecommerce page feed might use labels like:

  1. In Stock Product
  2. High Margin
  3. Sale
  4. New Arrival
  5. Best Seller
  6. Clearance
  7. Seasonal
  8. Premium
  9. Low Stock
  10. Exclude

A real estate website might use:

  1. For Sale
  2. For Rent
  3. New Listing
  4. Luxury
  5. Edinburgh
  6. Glasgow
  7. Student Let
  8. Commercial
  9. Sold
  10. Unavailable

A hotel website might use:

  1. Rooms
  2. Offers
  3. Spa
  4. Wedding
  5. Restaurant
  6. Christmas
  7. Local Area
  8. Direct Booking
  9. Meeting Rooms
  10. Exclude

A dealership might use:

  1. Used Cars
  2. New Cars
  3. Approved Used
  4. Electric
  5. SUV
  6. Finance
  7. Test Drive
  8. In Stock
  9. Sold
  10. Exclude

These labels make the campaign easier to control.

You can build different ad groups around different labels.

You can set different bids.

You can write more relevant descriptions.

You can exclude weaker sections.

You can understand performance by inventory type.

This is where DSA becomes more than automation.

It becomes a mining system.

You can mine demand by product category.

You can mine demand by location.

You can mine demand by service type.

You can mine demand by margin.

You can mine demand by availability.

That is how experienced advertisers use DSA.

They do not hand the account over to the machine.

They give the machine a clean map.

Page feeds also help when the website changes often.

If products come in and out of stock, the feed can help reflect what should be promoted.

If a property is sold, it should not keep receiving paid traffic.

If a hotel package has ended, it should not keep appearing in ads.

If a dealership has sold a vehicle, the page should not be used for active lead generation unless there is a suitable replacement journey.

Freshness matters.

People hate clicking an ad and landing on something unavailable.

It wastes spend.

It damages trust.

It creates frustration.

It may also hurt future performance because users do not engage well.

A page feed helps reduce that risk.

But the feed must be maintained.

A stale page feed is almost as bad as no feed.

You should review it regularly.

At minimum, check:

  1. Are all URLs live?
  2. Are excluded products removed?
  3. Are out of stock items excluded?
  4. Are sold items excluded?
  5. Are seasonal offers still valid?
  6. Are page titles accurate?
  7. Are custom labels still correct?
  8. Are redirects causing problems?
  9. Are broken pages present?
  10. Are low quality pages being targeted?

DSA can only work with what you give it.

If you feed it clean pages, it has a chance.

If you feed it poor pages, it will spend money on poor opportunities.

This is why DSA sits between SEO and PPC.

SEO gives the website structure.

PPC gives the website budget.

DSA connects the two.

If your SEO foundations are weak, your DSA performance will be limited.

A strong DSA page should have:

  1. A clear title.
  2. A clear H1.
  3. Relevant body content.
  4. Useful product or service details.
  5. Strong internal structure.
  6. A clear call to action.
  7. Fast loading speed.
  8. Mobile usability.
  9. Accurate availability.
  10. Trust signals.
  11. Location signals where relevant.
  12. Conversion tracking.

The page is not just a landing page.

It is the source material for the ad.

That is why website content matters so much.

Part 2: How Headlines Are Generated

You don't write the Headline in DSA.

Microsoft dynamically generates it based on two inputs: the user's search query and your page title.

Headline Generation Simulator

See how Microsoft Ads combines the user's search and your page title to create highly relevant ads.

Dynamic Ad Result
Navy Running Shoes Size 10
Static DescriptionRelevant Link

That is one of the biggest strengths of DSA.

It is also one of the biggest reasons to be careful.

The headline is often very relevant because it is built around the search and the page.

But you are not writing it manually.

That means your website has to give Microsoft the right information.

If your page titles are weak, your DSA headlines can be weak.

If your product names are unclear, your headlines can be unclear.

If your pages are thin, the system has less to work with.

If your site has duplicate titles, the system may struggle to understand the difference between pages.

For example:

  • Search: "Navy Running Shoes Size 10"
  • Generated Headline: "Navy Running Shoes Size 10 - Buy Now"

It matches intent perfectly, which is why DSA often outperforms hand-written ads on long-tail terms.

That is the power of dynamic matching.

Long tail searches often carry strong intent.

They may have lower volume.

But they can convert well because the user knows what they want.

A manual campaign may not include every variation.

DSA can cover more of that language.

For example, a manual campaign might include:

  1. running shoes
  2. nike running shoes
  3. red running shoes

But users may search:

  1. red nike running shoes size 10
  2. men's waterproof trail running shoes
  3. wide fit navy running shoes
  4. lightweight running shoes for flat feet
  5. nike pegasus red size 10
  6. best running shoes for road training
  7. discount nike trainers in stock
  8. running shoes next day delivery

No advertiser wants to manage every possible phrase manually.

That is where DSA helps.

It listens to the search market in real time.

It finds language you did not predict.

But the website must be clear enough to support it.

Think of DSA like a salesperson who reads your website and then answers searchers.

If the website is clear, the salesperson gives better answers.

If the website is vague, the salesperson struggles.

This is why title tags and page content matter.

A product page titled "Product 1234" is weak.

A product page titled "Red Nike Pegasus Running Shoes Size 10" is much stronger.

A service page titled "Services" is weak.

A service page titled "Emergency Plumbing Services in Glasgow" is stronger.

A hotel page titled "Rooms" is weak.

A hotel page titled "Luxury Hotel Rooms in Edinburgh City Centre" is stronger.

A dealership page titled "Used Cars" is okay.

A page titled "Approved Used BMW X3 for Sale in Edinburgh" is stronger.

Good DSA starts with good pages.

Static Descriptions

Wait, DSA generates headlines automatically?

Yes.

And they are usually great (Keyword Relevant).

But the Description Lines are static.

That means you still need to write the supporting copy.

This is where many advertisers are too lazy.

They let the headline do all the work.

But the description still matters.

The description should support the user.

It should explain why they should choose you.

It should give confidence.

It should mention benefits that apply across the targeted pages.

It should avoid claims that are only true for some pages.

For example:

  • Write generic USP copy: "Free Shipping. 30 Day Returns. Shop Official Store."
  • Let the Headline do the specific lifting.

This is a good principle.

The headline handles the specific query.

The description handles the broader reason to trust the business.

For ecommerce, useful descriptions may include:

  1. Free delivery thresholds.
  2. Returns policy.
  3. Official stock.
  4. Secure checkout.
  5. Customer reviews.
  6. Fast dispatch.
  7. Warranty.
  8. Click and collect.
  9. Price match where true.
  10. New customer offers.

For real estate, useful descriptions may include:

  1. Book a viewing.
  2. Local estate agents.
  3. Updated property listings.
  4. Expert valuation.
  5. Mortgage support.
  6. Landlord services.
  7. Letting support.
  8. Trusted local team.

For hotels, useful descriptions may include:

  1. Book direct benefits.
  2. Best rate messaging where true.
  3. Free cancellation where true.
  4. Central location.
  5. Parking where available.
  6. Restaurant or spa.
  7. Family rooms.
  8. Dog friendly rooms where true.

For dealerships, useful descriptions may include:

  1. Book a test drive.
  2. Finance available.
  3. Part exchange welcome.
  4. Approved used stock.
  5. Vehicle checks.
  6. Warranty options.
  7. Local showroom.
  8. Reserve online.

The key phrase is where true.

Do not use generic claims that are not always accurate.

If only some products have free delivery, be careful.

If only some cars have warranty, be careful.

If only some rooms include breakfast, be careful.

If only some properties are available, be careful.

DSA can send users to many pages.

Your description needs to make sense across that group.

This is another reason page feeds are useful.

If you target only pages with the label Free Delivery, you can mention free delivery.

If you target only In Stock Product, you can mention availability.

If you target only Luxury Rooms, you can write description copy for premium stays.

If you target only Approved Used Cars, you can write copy around inspections and warranty.

Control improves relevance.

Relevance improves trust.

Trust improves conversion.

That is the chain.

A good DSA description should be:

  1. Clear.
  2. Broad enough for the target group.
  3. Specific enough to be useful.
  4. Honest.
  5. Benefit led.
  6. Action focused.
  7. Easy to read.

Bad DSA descriptions are vague.

For example:

"Visit our website today for more information."

That says nothing.

Better:

"Shop in-stock running shoes with fast dispatch, secure checkout and easy returns."

Or:

"View approved used cars, check finance options and book a test drive with our local team."

Or:

"Compare available rooms, see direct booking offers and plan your stay with confidence."

These descriptions help the person decide.

That is the human job of the ad.

The machine can generate relevance.

You still need to provide persuasion.

Part 3: Negative Keywords

DSA is a "Vacuum."

It sucks up everything your keyword campaigns missed.

It also sucks up junk.

That is why negative keywords are not optional.

They are essential hygiene.

The "Stop List" Matrix

Essential negatives to prevent DSA from wasting budget on non-converting traffic.

Brand
YourBrandYourWebsiteFounderName
Support
LoginAccountHelpReset
Employment
JobsCareersHiringSalary
Transactional
ReturnRefundTrackingBilling

A DSA campaign without negatives is like an open door.

Some good traffic will come in.

So will a lot of waste.

Strategy:

  1. Add your Brand Name as a Negative Keyword (Keep Brand in a separate Manual campaign).
  2. Add "Support", "Login", "Returns" as Negatives.

This is a sensible starting point.

Brand should usually be managed separately.

Brand traffic behaves differently.

It often has lower CPA.

It often has higher conversion rate.

It can make performance look better than it really is.

If DSA picks up brand searches, you may think the campaign is doing more discovery than it really is.

That is why brand should usually sit in its own campaign.

Then you can see the truth.

You can see what DSA is finding beyond people who already know you.

Support terms should also be controlled.

People searching for support, login, returns, complaints, contact details or manuals may not be new customers.

They may already be customers.

They may need help.

They may not be in a buying moment.

That does not mean they are unimportant.

It means they should not be paid acquisition traffic unless there is a specific reason.

Common DSA negative keywords include:

  1. login
  2. sign in
  3. account
  4. support
  5. customer service
  6. complaints
  7. returns
  8. refund
  9. manual
  10. instructions
  11. warranty claim
  12. tracking
  13. delivery problem
  14. phone number
  15. contact number
  16. free
  17. jobs
  18. careers
  19. salary
  20. reviews

Not all of these will be right for every account.

For example, reviews may be useful for some businesses.

A hotel may want review searches.

A product brand may want review searches.

A local service business may not.

This is why negatives need judgement.

Do not copy lists blindly.

Start with a core list.

Then use the search terms report.

Look at what people actually searched.

Look at what converted.

Look at what wasted spend.

Then build your negative list from evidence.

You should also use negative dynamic ad targets.

This means excluding sections of the website.

For example, exclude pages that contain:

  1. /blog/
  2. /privacy-policy/
  3. /terms/
  4. /returns/
  5. /login/
  6. /account/
  7. /cart/
  8. /checkout/
  9. /search/
  10. /tag/
  11. /category/news/
  12. /author/

Again, be careful.

Some blog posts may be valuable.

For example, a long buying guide can support high intent research.

But most DSA campaigns should not start by targeting all blog content.

Blogs are often informational.

DSA campaigns are usually better when they focus on commercial pages.

The same applies to policy pages.

A privacy policy should never be a paid landing page.

A returns page may be useful after purchase.

It is rarely a good acquisition page.

A login page is not a sales page.

An account page is not a lead generation page.

A cart page is not a discovery page.

Exclude them.

This is how you keep DSA focused.

You should also control overlap with manual campaigns.

DSA can compete with your manual keywords if you are not careful.

That is not always bad.

But it should be intentional.

If you have a strong exact match campaign for your most important terms, you may want to add those terms as negatives in DSA.

This lets DSA focus on discovery.

That is the inventory mining strategy.

Manual campaigns handle proven terms.

DSA finds new terms.

When DSA finds winners, you harvest them into manual campaigns.

Then DSA keeps searching for the next layer of opportunity.

This creates a healthy system.

It avoids chaos.

It also avoids double counting your success.

Negative keywords should be reviewed weekly at first.

After the campaign matures, you can review them less often.

But do not ignore them.

A DSA campaign can change as your website changes.

New pages create new possibilities.

New content creates new queries.

New products create new search terms.

That is useful.

But it means hygiene never stops.

Part 4: DSA as a Research Tool

Run DSA for 30 days.

Check the "Search Terms Report."

You will find keywords you never thought of.

This is one of the best reasons to run DSA.

Not just for extra traffic.

Not just for automation.

But for market research.

DSA shows how people search when you are not forcing them into your keyword structure.

That is valuable.

It reveals the language of the customer.

It shows the details people care about.

It shows combinations you did not build manually.

It shows product and service demand you may have missed.

It can even reveal website gaps.

For example, you may find searches that convert well but lead to a page that is not quite good enough.

That tells you something.

Maybe you need a better landing page.

Maybe you need a dedicated category page.

Maybe you need a clearer service page.

Maybe you need a comparison page.

Maybe you need a local page.

Maybe you need stronger FAQs.

This is why DSA connects PPC and SEO.

It turns paid search data into content strategy.

Harvest: Take the winning search terms -> Add them as Keywords in your Manual Campaign (Exact Match) -> Bid higher.

That is the core process.

But let us make it more practical.

A search term is worth harvesting when it has evidence.

That evidence may include:

  1. Conversions.
  2. Strong conversion rate.
  3. Good CPA.
  4. Strong engagement.
  5. High commercial intent.
  6. Repeated searches.
  7. Strong average order value.
  8. Good lead quality.
  9. Clear relevance.
  10. Strategic value.

Do not harvest every term.

That defeats the purpose.

Harvest the terms that deserve control.

For example, if DSA finds a term that converts well, move it into a manual campaign as exact match.

Then you can:

  1. Write specific ad copy.
  2. Control bids.
  3. Control budget.
  4. Choose the best landing page.
  5. Build extensions around it.
  6. Monitor it separately.
  7. Protect it from broader DSA traffic.

This is how DSA becomes research and development.

It discovers.

Manual campaigns refine.

DSA keeps exploring.

Manual campaigns scale the winners.

You can also use DSA insights for SEO.

If DSA finds a search term that keeps converting, ask:

  1. Do we have an SEO page for this?
  2. Is the page strong enough?
  3. Does the title match the search intent?
  4. Do we answer the user question clearly?
  5. Should this become a category page?
  6. Should this become a service page?
  7. Should this become an FAQ?
  8. Should this become a comparison guide?
  9. Should this become a location page?
  10. Should this be included in internal linking?

This is where DSA becomes very powerful.

It gives you live search demand.

Not theory.

Not only keyword research tools.

Actual queries from real users.

Real users who saw your ad.

Real users who clicked.

Real users who converted or did not.

That is better than guessing.

For AEO and GEO, this also matters.

Answer engines and AI systems need clear, structured content.

DSA search terms can show you what people are trying to understand.

If many users search for comparison phrases, build comparison content.

If many users search for local terms, strengthen local pages.

If many users search for product detail terms, improve product pages.

If many users search for price, finance, delivery or availability, make those answers clear.

The same search terms can feed:

  1. PPC keywords.
  2. SEO pages.
  3. FAQ content.
  4. Product descriptions.
  5. Landing page copy.
  6. Ad headlines.
  7. Meta titles.
  8. Internal linking.
  9. Sales scripts.
  10. Email campaigns.

This is how experienced marketers use paid search.

They do not see PPC and SEO as separate worlds.

They use PPC to learn faster.

Then they use SEO and content to build longer term visibility.

DSA is one of the best bridges between the two.

But you need discipline.

A DSA campaign should have a weekly review process.

At the start, check:

  1. Search terms.
  2. Landing pages.
  3. Spend by target.
  4. Conversions.
  5. CPA.
  6. Irrelevant queries.
  7. Poor URLs.
  8. Duplicate traffic.
  9. Brand leakage.
  10. Manual keyword opportunities.

After 30 days, decide what role DSA should play.

It may be:

  1. A long tail acquisition campaign.
  2. A keyword mining campaign.
  3. A product discovery campaign.
  4. A seasonal inventory campaign.
  5. A website gap finder.
  6. A low maintenance support campaign.
  7. A controlled expansion campaign.

Do not let it become an unmanaged bucket.

That is when DSA goes wrong.

Automation without a role becomes waste.

Automation with a role becomes leverage.

Part 5: Summary & Checklist

Dynamic Search Ads are not just a shortcut.

They are a strategy tool.

They help you find demand that your manual campaigns may miss.

They help large websites cover more search queries.

They help ecommerce stores advertise changing inventory.

They help real estate websites promote live listings.

They help dealerships match specific vehicles to specific searches.

They help hotels connect users to the right package or room page.

They help service businesses discover the language customers actually use.

But DSA must be controlled.

If you allow Microsoft to crawl everything, it may use pages that should never be ads.

If you do not use negatives, it may spend on junk queries.

If you do not review search terms, you will miss the value.

If you do not harvest winners, you will leave good keywords buried inside automation.

If your website content is weak, your DSA campaign will be weak.

That is the main lesson.

DSA does not remove the need for marketing judgement.

It makes judgement more important.

You still need to decide what pages matter.

You still need to decide which queries are valuable.

You still need to decide which terms should be excluded.

You still need to decide which winners deserve manual campaigns.

You still need to make the landing pages persuasive.

That is why DSA is not set and forget.

It is set, guide, review and harvest.

The best DSA campaigns are built on four foundations.

  1. Strong website content.
  2. Controlled page feeds.
  3. Strict negative keywords.
  4. Regular search term harvesting.

If those four are in place, DSA can become a serious growth tool.

If they are missing, DSA can become a waste bucket.

Your Action Plan:

  1. Create a DSA Campaign.
  2. Target "All Webpages" (or use Page Feed).
  3. Exclude blog posts and policy pages.
  4. Review Search Terms weekly to harvest new keywords.
  5. Benefit: +20% Traffic Volume with 0 keyword research.

For a production setup, I would make the checklist more detailed:

  1. Audit your website before launching DSA.
  2. Check that commercial pages have clear titles and content.
  3. Remove or exclude weak landing pages.
  4. Create a page feed for the URLs you actually want to promote.
  5. Label pages by stock, category, margin, location, service or priority.
  6. Target only the labels that match your campaign goal.
  7. Write static descriptions that work across the selected page group.
  8. Add brand terms as negatives if brand is managed separately.
  9. Add support, login, returns and account terms as negatives.
  10. Exclude policy pages, login pages, account pages and other non-commercial URLs.
  11. Launch with controlled budget.
  12. Review search terms every week.
  13. Harvest converting queries into manual exact match campaigns.
  14. Build SEO content around recurring profitable search terms.
  15. Refresh the page feed when stock, services or availability changes.
  16. Monitor landing page performance.
  17. Protect manual campaigns from unnecessary overlap.
  18. Use DSA as a discovery engine, not a dumping ground.

Think of DSA as an R&D tool that makes money.

It finds the queries you never thought of.

It helps pay for the research while doing it.

When a search term converts in DSA, extract it and add it to your Manual Campaigns as an Exact Match keyword with a higher bid.

Then use that same insight to improve your SEO pages, FAQs, product content and landing pages.

That is the real power.

DSA should not just create traffic.

It should create intelligence.

It should show you how people search.

It should show you what your website can answer.

It should show you where your manual campaigns are missing demand.

It should show you where your content needs to be stronger.

SEO meets PPC.

And when it is controlled properly, both become better.

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Kiril Ivanov

About the Author

Performance marketing specialist with 6 years of experience in Google Ads, Meta Ads, and paid media strategy. Helps B2B and Ecommerce brands scale profitably through data-driven advertising.

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Facebook Lead Form Ads vs Landing Page: The Quality vs Volume Debate (2026)
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Microsoft Ads: How to Block the Audience Network (2026 Strategy)

On this page

  • Part 1: Page Feeds (Control)
  • Part 2: How Headlines Are Generated
  • Static Descriptions
  • Part 3: Negative Keywords
  • Part 4: DSA as a Research Tool
  • Part 5: Summary & Checklist

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