Good website optimization starts with great imagery. Images can drive traffic to your website by appearing on image search, and engaging visuals help website visitors remember you better.
This article will discuss the importance of image optimization for SEO and provide all the hacks necessary for taking advantage of its potential.
The discussion will start from a basic understanding of image optimization, such as its definition and importance in SEO, along with the stand-out benefits it offers.
We’ll then compare different image formats to determine which works best for your content and introduce several tools to reduce file size without compromising quality.
Image optimization is the process of manipulating digital images for better website performance. By changing its file format, size, color depth, location, and other web-friendly properties, the optimized image takes up less space but still gives a good visual result.
Additionally, properly naming image files and providing relevant alt tags give search engines more information to index websites. Ultimately, this image manipulation enhances user experiences and can increase website visibility in search engine results.
Using higher-resolution images yet maintaining load times will definitely bring in higher conversation rates which are crucial for successful SEO optimization on websites or applications.
Image optimization plays an important role in Search Engine Optimization (SEO). It is essential for websites to properly optimize their images in order to improve visibility on search engines like Google and Bing.
Image optimization involves boosting the quality of property pictures, illustrations, infographics, and diagrams to grab attention better from customers online. This process helps increase web page loading times when users visit a website or page which can impact user experience as well as SEO ranking factors.
In addition, image optimization also improves overall user engagement since webpages with good visuals draw more visitors than pages with dull visuals or none at all. With optimized images in place, you will get great visual content that not only pleases customers but also enhances your search engine rankings over time leading to more traffic.
When selecting the appropriate image format for a website, it’s important to know the pros and cons of each type, as well as determine which format is best suited for certain circumstances.
JPEGs are great for photos with large high-quality images that require some level of compression in order to reduce file size- especially if many colors are involved.
Meanwhile, subject or line art performs better with a PNG format: its lossless compression allows for the preservation of signs and edges while also providing transparent backgrounds if needed.
GIF files include a maximum palette of 256 colors and provide animation capabilities when other formats wouldn’t be suitable; however, the overall quality tends to be less idealistic.
Lastly, WebP shows promise over traditional formats due to its improved image compression technique which allows content over the same size faster.
Knowing which format works best When choosing the right image format, knowledgeable insight into the pros and cons of JPEGs, PNGs, GIFs, and WebPs effectively boosts website optimization when used by tech professionals.
When selecting an image format, there are a few important factors to consider. These include file size, compatibility across different browsers and devices, and whether the format offers lossless or lossy compression.
JPEGs are generally considered best for photography with lots of varying colors, while PNGs work well for images with fewer colors or which require much higher quality.
For high-speed loading times within the web browsers, GIFs and WebP formats can be used for simple artwork such as icons and logos.
Ultimately the selection process should take into account requirements while obtaining the smallest possible image size without compromising on image quality to maximize loading speed for visitors.
Selecting the right image format is an essential step in optimizing images for SEO. Different file formats have different advantages and should be chosen based on their format type, size, loading speed, compatibility, and storage needs.
JPEG is a widely used compressed format suitable for showcasing photographs taken by cameras while PNGs produce crisp graphics such as line art or logos because of their support for transparent backgrounds.
WebP is a new versatile format that offers all the benefits of the other popular file formats with smaller file sizes.
GIFs offer lossless compression that creates animation but is much larger than the other formats and thus not always recommended if saving disk space is a priority.
In decision making it’s important to consider factors like file size versus quality, target demographic.
Reducing image file size is an essential optimization hack for SEO. Optimized images are essential to improving website performance, which search engines take into account when ranking websites. Researchers have found that images larger than 250kb can actually decrease website speed and negatively impact a site’s score in the SERPs.
To successfully reduce image file size, one should employ techniques such as compression tools and plugins, resizing and cropping (to pixels rather than inches), minimizing metadata content, and lazy loading techniques (where media loads online when viewing the reach).
Such efforts make total page load time faster for mobile users across all networks; imperative as most web searches now originate from mobile devices.
Techniques to Reduce Image File Size
Alt text (or alternate text) refers to descriptive text associated with an online image that assists technologies such as screen readers to interpret visual information.
Currently, search engines use alt attributes for both the signal of a web page’s relevancy and to help classify images; hence making it an essential SEO element.
Furthermore, enabling visually impaired people to access digital content without a barrier also makes it critically important for ADA compliance.
Alt text (also referred to as “alt tags” or in some areas, “image descriptions”) are used by search engines to understand the purpose of images and how they relate to other content on a page.
Writing effective alt text is important for improving image SEO since search engine bots cannot interpret visual information on their own.
Good guidelines for writing effective alt text include avoiding key phrases that could potentially be associated with different topics; describing what it is rather than what it looks like–abstract language should be avoided and only relevant keywords should be used; keeping the description brief, but descriptive enough so that bots can comprehend the nature of the image accurately.
When optimizing images for SEO, the file name plays an important role. Using unique and descriptive words that use relevant keywords can help maximize the search visibility of image files on search engines.
While it’s a good idea to include an informative or keyword-relevant title when uploading an image, at the same time it is worth ensuring you use low-case words with underscores (or hyphens) rather than spaces to separate each word within your titles, as blank space can cause compatibility issues.
In addition, all other characters aside from alphanumeric should be avoided in order optimally replicate extended Latin versions of said characters and enhance cost-effectiveness.
Image captions and descriptions can offer numerous SEO benefits for websites. By utilizing these optimization techniques, website owners can help create more engaging content and make their pages more easily searchable for indexing by search engines.
Additionally, proper image labeling allows users to access information pulled from an accompanying caption or description that may provide further context to the raw visual elements of the webpage.
Enhancements in this area will also improve customer reach as visitors quickly and effectively discern what a page has to offer without having to actually view all images in their entirety.
Ultimately, properly formatted image labels lead to an improved user experience across any given web platform which will likely result in increased web traffic from organic sources seeking additional clarifications on various topics covered through such illustrated works.
Using image captions and descriptions is an easy and effective way to increase the visibility of your content for search engine optimization (SEO).
Writing good, descriptive captions that include relevant keywords can help boost engagement with website visitors.
Best practices for writing image captions include:
When possible, make reference to parts or subjects located within the image. Lastly, use active language free from hyperbolic phrasing that readers may not understand quickly.
Including relevant keywords in image descriptions is a basic step for optimizing images for SEO that can often be overlooked. When done correctly, this will provide further context for both the search engine and the user to understand what an image contains.
This ultimately helps increase your chances of appearing in SERPs when these terms are searched.
It’s important to select specific and accurate words that directly describe the contents of the picture as opposed to using too many general or unrelated words. Focus on natural descriptions rather than keyword stuffing; make sure each word chosen serves a purpose.
Image Sitemaps are XML files used to inform search engines about the location and information of all the images present on a website.
Images that have been indexed can appear in related image searches. Having Image Sitemaps for your site is one of the essential image optimization hacks for improving SEO, as it helps ensure that every important image gets found by Google bots when crawling pages, therefore significantly increasing its chances of showing up in relevant searches.
Furthermore, such an XML file allows you to add extra valuable data associated with images on your web pages and provide their direct URLs without relying on navigation links.
Image Sitemaps are an invaluable tool for SEO. Utilizing image sitemaps can help search engine crawlers discover and index images on a webpage to use them in image search results.
To maximize the positives of utilizing this resource, there are a few tips that should be followed when optimizing Image Sitemaps for SEO: Include both images and videos in the same sitemap but have separate tags within each type; provide detailed file names and alt text with relevant keywords; list high-quality thumbnails with precise dimensions and use original URLs if reusing material from other sources.
Further, it is helpful to link images properly using anchor links whenever possible as well as submitting key information regarding downloads through special tags (download size or expiration).
Optimizing image loading speed leveraging optimized images and their respective sitemaps can help websites quickly serve them to users, with faster speeds providing a better experience for the user coupled with improved SEO rankings.
By offering fast image loading times users, particularly mobile users, will enjoy smooth scrolling and seamless page loads which in turn reward your website organically (and naturally).
Caching and Content Delivery Networks (CDNs) are optimization techniques that can significantly improve image loading speed and search engine ranking. The Caching involves temporarily storing a copy of the image on the user’s web browser, so the same time isn’t spent fetching it every time it is requested.
CDNs are networks of distributed servers that allow images to load faster from the server physically closest to their location, enabling your webpage with these optimized images to respond quickly to user requests even from different geographical locations.
While using a CDN requires an additional cost, implementation will give you and your users much quicker access to content around the world – ultimately better SEO performance during page queries as well as an improved UI/UX experience for your website visitors.
Responsive image design is a popular technique to optimize images for faster loading times and improved user experience on mobile devices.
This involves displaying a web page’s images at various resolutions depending on the size of the device they are being viewed on.
This allows all parts of an image to be properly viewable, regardless if it’s being used on a laptop or small mobile phone, while also significantly reducing load time since only part of the original image will need to be loaded into a device’s browser memory.
Lazy loading and progressive loading are two simple yet effective techniques to improve image loading speeds for improved SEO performance.
It ensures only images above the fold (the area of a web page that can be seen without scrolling) load on page visit, while other contents (including images below the fold) are deferred until they actually enter the user’s viewport or simply when scrolling down.
As a result, instead of your entire page being large and clunky due to a bulky serving of images, only those above the fold appear fast and clean leaving a great impression on users.
Implementing image optimization hacks effectively can considerably impact the SEO of an online website. From optimizing image formats for web crawlers to compressing file sizes to utilizing captions and descriptions, there are several steps involved in styling an eye-catching and well-optimized website.
Furthermore, through employee techniques such as caching, content delivery networks, responsive images or progressive loading one can drastically improve page speeds leading to better utilization of crawler resources.
All these practices result in improved rankings that complement earning organic web traffic powered by search engine websites. So, now is the time to start executing the optimizations recommended in this article to increase your website’s search visibility today!
Throughout his extensive 10+ year journey as a digital marketer, Sam has left an indelible mark on both small businesses and Fortune 500 enterprises alike. His portfolio boasts collaborations with esteemed entities such as NASDAQ OMX, eBay, Duncan Hines, Drew Barrymore, Price Benowitz LLP, a prominent law firm based in Washington, DC, and the esteemed human rights organization Amnesty International. In his role as a technical SEO and digital marketing strategist, Sam takes the helm of all paid and organic operations teams, steering client SEO services, link building initiatives, and white label digital marketing partnerships to unparalleled success. An esteemed thought leader in the industry, Sam is a recurring speaker at the esteemed Search Marketing Expo conference series and has graced the TEDx stage with his insights. Today, he channels his expertise into direct collaboration with high-end clients spanning diverse verticals, where he meticulously crafts strategies to optimize on and off-site SEO ROI through the seamless integration of content marketing and link building.
Throughout his extensive 10+ year journey as a digital marketer, Sam has left an indelible mark on both small businesses and Fortune 500 enterprises alike. His portfolio boasts collaborations with esteemed entities such as NASDAQ OMX, eBay, Duncan Hines, Drew Barrymore, Price Benowitz LLP, a prominent law firm based in Washington, DC, and the esteemed human rights organization Amnesty International. In his role as a technical SEO and digital marketing strategist, Sam takes the helm of all paid and organic operations teams, steering client SEO services, link building initiatives, and white label digital marketing partnerships to unparalleled success. An esteemed thought leader in the industry, Sam is a recurring speaker at the esteemed Search Marketing Expo conference series and has graced the TEDx stage with his insights. Today, he channels his expertise into direct collaboration with high-end clients spanning diverse verticals, where he meticulously crafts strategies to optimize on and off-site SEO ROI through the seamless integration of content marketing and link building.
Launching an online course is easy once you’ve created your content. Filling your virtual classroom with motivated, paying learners is a little more challenging. Advertising strategies aren’t intuitive no matter how user-friendly a platform might be, and trying to guess at how to market your courses online can feel like you’re shouting into the void. But with a little knowledge and some expert PPC ad strategies, you can get your courses in front of people who are hungry to learn what you teach.
With precise targeting, a professional strategy, budget control, and regular tracking, a PPC ad campaign can transform your course into a thriving program. The key is knowing how to structure your ad campaigns for both clicks and hot leads that convert.
Unlike search engine optimization (SEO), which can take months to gain even a little traction, PPC provides you with immediate visibility right where your target users are hanging out. SEO is important but it’s a long-term game that should be executed alongside PPC ads for the best results. While you’re waiting, PPC generates immediate clicks and drives traffic to your website on the spot.
The best part is that when done right, PPC ads offer a high ROI compared to many other advertising methods. According to the data, businesses earn an average of $2 for every $1 they spend on Google Ads, making PPC a powerful resource for course providers. Here’s everything you need to know about mastering PPC to generate hot leads for your online courses.
1. Understand the learner’s journey
If you want your PPC ads to generate leads ready to buy and not just curious clicks, you need to align your ad strategy with how learners make decisions. Signing up for an online course is not an impulse purchase. It’s a journey that usually starts with curiosity and then moves to research and comparison. When successful, that journey ends with enrollment.
A one-size-fits-all ad won’t work because a student who is just browsing isn’t ready for the same pitch as someone about to hand over their credit card. Understanding the different parts of the funnel, and tailoring your ad campaigns to match each stage, is what will make your course successful. A typical buyer’s journey for learners involves the following stages:
At this stage, your potential students are still exploring broad ideas related to the courses you’re offering. They may not know exactly which course or platform is right for them, but they’re actively looking for options. You’ll need to use a certain type of keyword phrase to capture their attention.
Searches like “learn coding online,” “how to get TEFL certified,” and “language courses for beginners” will work well at this stage. PPC ads in this phase shouldn’t hard-sell enrollment, but rather, focus on positioning your course as credible and informative.
Think free guides, introductory webinars, and blog posts that answer frequently asked questions about your topic. By nurturing your leads’ interests and providing value right off the bat, you’ll have an easier time becoming a trusted brand that people keep in mind as they move deeper into the journey.
During the consideration state prospects know what they want but they’re comparing their options. They’ve narrowed down their choices and are considering factors like price, flexibility, depth, instructor quality, platform, and accreditation. Ideal search terms in this phase are related to specific things that your prospects value or want to achieve like “affordable Python bootcamp,” “online MBA with scholarships,” or “best UX design course with certification.”
Your PPC ads should also highlight unique selling points for your course like “self-paced learning,” “industry-recognized certificate,” or “job placement success.” It’s at this stage where comparison charts, testimonials, and detailed course previews are highly effective. The goal is to show your prospects why your program beats the competition.
At this point, hesitation is minimal. Prospects are ready to sign up but might need one last push. This is where urgency, social proof, and simplicity make all the difference. Ads should feature strong calls to action like “Enroll Today,” limited-time incentives like “Save 20% - Ends Sunday.” This is the perfect time to showcase real student success stories. Landing pages for ads in the decision stage should remove all friction. Avoid long forms and distracting links. Just provide a clear and simple path to enrollment.
Keep in mind that most of your ideal market will encounter your brand multiple times along their journey across different devices and platforms, like Instagram, Facebook, and YouTube. Mapping your PPC ad campaigns to these three stages ensures you’re showing up with the right message at the right time. When done correctly, focusing on all three stages with separate messages will turn casual searchers into qualified leads ready to buy your course.
The backbone of every PPC campaign is your keyword selection. You can write the most convincing ad copy in the world, but if you’re bidding on the wrong phrases you’ll either waste your budget or attract people who have no intention of enrolling.
Your goal isn’t just to drive traffic to your site. You need to drive qualified traffic – people who are serious about learning what you teach and are ready to invest in themselves. This requires targeting a mix of high-intent keywords, longtail phrases, and negative keywords.
Broad keywords like “data science” and “coding” cast a net that’s too wide. You’ll get clicks but most will be from people who are just curious or looking for free resources. To reach people who are committed, you need to target high-intent keywords that show purchase intent. Phrases like “enroll in our data science course” and “online JavaScript certification with ongoing support” will attract users who are actively seeking instruction.
You’ll pay more for high-intent keywords but they deliver more value and higher conversion rates, and that will increase your ROI when you choose the right ones.
Longtail keywords are used to target a smaller pool of people and that’s a good thing. Since these keywords are more focused, the traffic they generate is more valuable. Instead of competing for saturated, general terms like “learn graphic design online,” you target specific phrases like “best graphic design program for working professionals with evening classes.” The people searching with this level of specificity already know what they want, which means they’re more likely to convert.
If you skip targeting longtail keywords you’re leaving money on the table. Data shows that 70% of all online searches involve longtail phrases – it’s just how people naturally search when they know what they want.
Your negative keyword list is how you’ll preserve your budget and prevent wasting money on irrelevant clicks. Without a list of words you don’t want your ads to show up for, you’ll end up paying for clicks that never convert.
Build a negative keyword list of words that indicate someone is looking for something free or irrelevant to your course. For example, words like “free,” “PDF,” “torrent,” and “Reddit” are usually used in searches when someone is looking for shortcuts and freebies. Adding these and similar words to your negative keyword list will filter out tire-kickers and boost ROI by preserving your ad budget for relevant prospects.
Once you have the right keywords that generate impressions, your ad copy has to do the work to get clicks. Your ads need to grab people right away to prevent them from scrolling and possibly clicking on another course provider’s ad. For e-learning, your ads need to inspire people. Instead of talking about your course you want to highlight what your course will do for the learner. This is accomplished with benefit-driven messaging, emotional triggers, and strong calls-to-action (CTAs).
· Benefit-driven messaging. Most course providers list features like “40 hours of video content” and “downloadable PDFs,” but these details aren’t going to capture attention at first glance. In fact, telling learners they’re going to need to sit through 40 hours of content right off the bat might be a deterrent.
Instead, your ads should highlight tangible outcomes like “land high-paying clients with our program,” or “start a new career as a web developer in just 12 weeks.” Benefits speak directly to a person’s goals and aspirations, which is far more compelling than a list of specs.
· Emotional triggers. Emotional triggers are the heart of every marketing strategy, including PPC ads. People make emotional buying decisions and buy courses because they’re chasing a dream, avoiding a fear, or seeking transformation.
Great ad copy taps into these emotions and creates a sense of urgency. For instance, “Don’t miss the enrollment deadline” plays into the fear of missing out, while “Join 10,000 successful graduates” leverages social proof. The right emotional triggers will give people a good reason to act now rather than bookmarking your page and forgetting about it.
· Clear CTAs. Irresistible ad copy includes a direct, compelling call-to-action that tells the prospect what to do next. Generic instructions don’t cut it. “Learn more,” “Click here,” and similar phrases don’t communicate urgency or value. Choose CTAs that direct prospects to sign up for your course. For example, “Start your free trial” and “Reserve your seat today” work well.
In a crowded marketplace where hundreds of course creators are competing for the same attention, clarity and emotion will generate better results. Lead with benefits and tap into people’s emotions and your ad copy will generate serious leads.
Generating clicks from your ads is only the first half of the equation. Once a prospect clicks your landing page needs to convert them to a paying customer or your ad spend goes to waste. Your landing page is like the final pitch where prospective students choose whether to enroll in your course or move on. If your landing pages create any confusion, friction, or distrust, your prospects will lean toward other course creators. On the other hand, an optimized landing page can become a conversion generating machine.
Your landing pages should be simple and clean without too much information. The page content should be specifically designed to direct people to sign up for your course. You want to eliminate navigation menus and sidebars to prevent people from clicking away from the page and getting distracted. Each landing page should have one end goal, either to get sign-ups/purchases or apply for acceptance if required. Too many options will create cognitive overload and reduce the chance of any action.
It’s crucial to include trust elements on your landing pages. When people are thinking about investing their time and money in an online course, they’re naturally going to be skeptical. This is where trust signals can help. Testimonials, instructor bios, refund guarantees, and case studies will help build your course credibility. The goal here is to reassure people that your program is legitimate and worth their investment.
Clicks are important but they’re somewhat of a vanity metric when measured on their own. The only time clicks matter is when you’re looking at your conversion rate. If you generate 100 clicks and get 40 people to enroll that’s much better than generating 1,000 clicks and only getting one person to enroll in your course.
The metrics that matter most are your conversion rate, your cost per lead (CPL), and lifetime customer value (LTV). For instance, you’ll want to track completed signups, demo requests, and enrollments rather than overall clicks.
Cost per lead is a simple measurement that can tell you how efficient your campaign is. For instance, if you’re paying $50 per lead but your average enrollment fee is $500, your margins are good. If your CPL is too close to your revenue then your course might be priced too low or you need to adjust your targeted keywords.
For e-learning, many students invest in more than one course or renew their subscription, which increases their lifetime value to your business. Tracking LTV will help you determine how much you can afford to spend acquiring each new student. For example, if your LTV average is $1,500, it makes sense to spend $200 to acquire each lead. This long-term view helps you maintain profitability and allows you to outbid your competitors who aren’t willing to spend much.
PPC ads require fine-tuning and you can’t just “set it and forget it.” What works today might underperform tomorrow or not perform at all on other platforms. Even small changes can make a huge difference in conversions and that’s why it’s important to test variations. For example, Dell is just one example of a company that saw a 300% increase in conversions from A/B testing.
By running experiments to test different elements you can identify what resonates most with your target audience and optimize your ads based on those results. The most important elements to test are your headlines, CTAs, and images.
· Testing headlines. Your ad headline is usually the first thing a prospect sees. Testing different headlines can help identify which promises resonate most. For example, “Land your dream job” might appeal to people looking for a new career, while “Get certified in 12 weeks” might hook people in a hurry. If you get more conversions from the former, your main audience is likely people looking for a new career, and you can tailor your ads to that group.
· Testing CTAs. A strong CTA can generate more clicks, but what works will depend on your audience. For example, “Get started today” might work for some courses while “Reserve your spot” works better for others. Avoid vague CTAs like “Learn more” that don’t instruct people to take action.
· Testing visuals. Images can put people off or draw them closer. Visuals are processed faster than text and are perceived in a split-second. A single image can make or break an ad. For instance, sometimes a photo of an instructor works well, but other times it’s better to use abstract graphics.
Split testing isn’t optional when you’re running PPC ads. It’s the only way to know which elements make your ads more effective.
At the end of the day, PPC is a great way to build a pipeline of motivated students who want to enroll in your courses. By aligning your campaign with the learner’s journey and optimizing your ads and landing pages for conversions, you can turn your PPC campaign into a reliable growth engine. As the e-learning market becomes more competitive, ads that hit hard are a must.
If you’re ready to stop wasting ad spend and start filling your online classrooms with qualified leads, it’s time to bring in PPC experts. At PPC.co, we specialize in turning clicks into enrollments through high-converting campaigns that deliver qualified leads for online course creators . Contact our team today and let’s build campaigns that fill your classroom.
Pay-per-click (PPC) remains one of the fastest paths to pipeline, but the economics vary widely by industry and are shifting as AI reshapes the SERP. CPCs are up versus prior years, conversion rates have improved in many categories, and lead quality is increasingly a function of how well advertisers feed first-party data into bidding models.
The table below summarizes 2025 search-PPC benchmarks by sector—CPC, conversion rate (CVR), and cost per lead (CPL)—so you can compare what “good” looks like in your niche and calibrate ROI assumptions.
Use these numbers as directional guardrails, then layer in your own close rates and LTV to get to the only metric that matters: profitable growth.
Sector | CPC (2025) | CVR (2025) | CPL (2025) | Notes |
---|---|---|---|---|
Attorneys & Legal | $8.58 | 5.09% | $131.63 | Intake speed drives ROI. |
Home Services | $7.85 | 7.33% | $90.92 | Strong local intent. |
Healthcare (Physicians & Surgeons) | $5.00 | 11.62% | $56.83 | Appointment UX boosts CVR. |
Real Estate | $2.53 | 3.28% | ~$100.48 | Lean on LSAs/retargeting. |
B2B / Business Services | $5.58 | 5.14% | $103.54 | Optimize to qualified pipeline. |
Restaurants & Food | $2.05 | 7.09% | $30.27 | Fast payback with ordering. |
Automotive – Repair/Service | $3.90 | 14.67% | $28.50 | Top-tier CVR locally. |
In short, AI is changing the way PPC campaign management is occurring, and it's happening FAST.
ROI ≈ (Close-Rate × Avg Customer LTV ÷ CPL) − 1
Example (legal): if close-rate 12% and LTV $6,000 on CPL $132 → ROI ≈ (0.12×6000 / 132) −1 ≈ 4.45x (345% net). Improve any one input (faster intake bumps close-rate; better routing lowers CPL) and ROI jumps. Benchmarks for CPL/CVR above provide solid starting points. LocaliQ
PPC will keep paying when two things are true:
(1) you can convert and qualify leads quickly, and
(2) your bidding models are trained on the outcomes that actually make you money.
As AI compresses differences in targeting, the edge shifts to first-party data, creative velocity, and value-based bidding.
Treat the benchmarks above as starting points, then rebuild your ROI math from the ground up: ROI ≈ (Close Rate × LTV ÷ CPL).
Contact us today for your customized PPC audit to see how we can improve your search engine marketing ad spend.
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