{"id":27723,"date":"2026-05-13T23:39:33","date_gmt":"2026-05-13T18:09:33","guid":{"rendered":"https:\/\/www.karooya.com\/blog\/?p=27723"},"modified":"2026-05-13T23:39:36","modified_gmt":"2026-05-13T18:09:36","slug":"ppcchat-lets-talk-about-scaling-in-ppc","status":"publish","type":"post","link":"https:\/\/www.karooya.com\/blog\/ppcchat-lets-talk-about-scaling-in-ppc\/","title":{"rendered":"PPCChat | Let\u2019s Talk About Scaling in PPC | 12th May 2026"},"content":{"rendered":"\n<p class=\"lead\">During this week&#8217;s PPCChat session, host <a href=\"https:\/\/x.com\/NeptuneMoon\" target=\"_blank\" rel=\"noreferrer noopener\">Julie F Bacchini<\/a> sought PPCers views on the need for regular scaling for clients and stakeholders, some of the hardest parts about scaling in PPC, platforms&#8217; role in making scaling easier and whether it varies by platform or industry.<\/p>\n\n\n\n<!--more-->\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-q1-is-scaling-something-you-are-asked-about-or-feel-like-you-need-to-be-doing-for-clients-or-stakeholders-on-a-regular-basis-and-if-so-what-is-the-context-of-the-scale-requests-you-can-also-share-how-you-define-scaling-here-as-well\"><strong>Q1: Is \u201cscaling\u201d something you are asked about or feel like you need to be doing for clients or stakeholders on a regular basis? And if so, what is the context of the scale requests? You can also share how you define \u201cscaling\u201d here as well.<\/strong><\/h4>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>I feel like it is not specifically asked about in lead gen like it is in ecomm\u2026To me, scaling is adding budget to a platform until it hits the wall of diminishing returns. <a href=\"https:\/\/twitter.com\/NeptuneMoon\" target=\"_blank\" rel=\"noreferrer noopener\">@NeptuneMoon<\/a><\/p>\n\n\n\n<p>Yes. There are lots of questions about scaling, but also more broad &#8216;how do we do more&#8217; and the forever &#8216;what&#8217;s the opportunity?&#8217; <a href=\"https:\/\/twitter.com\/JuliaVyse\" target=\"_blank\" rel=\"noreferrer noopener\">@JuliaVyse<\/a><\/p>\n\n\n\n<p>Scaling to me is increasing spend and return beyond just an incremental 5%. Scaling would often come as a request from execs that didn&#8217;t all the way understand search logic and\/or do and choose to ignore it. Can&#8217;t we just do more of the same thing and spend more and get more conversions at the same CPA\/ROAS? And the answer is so often no because search is finite\/demand capture. If there&#8217;s no more demand to capture\u2026. well\u2026\u2026.that and the next click always costs more than the last &#8211; we already got the cheap ones guys and gals! <a href=\"https:\/\/www.linkedin.com\/in\/theaaronlevy\/\" target=\"_blank\" rel=\"noreferrer noopener\">@Aaronlevy<\/a><\/p>\n\n\n\n<p>Clients and stakeholders do often ask about this. Most of the time it&#8217;s &#8220;how can we get more leads?&#8221; For most clients, the answer is &#8220;add more budget&#8221; but sometimes it&#8217;s &#8220;improve your slow irrelevant 2001 website&#8221; (improve ad rank) or expand to other platforms. Bing Ads are underrated; low added effort, often better returns. <a href=\"https:\/\/twitter.com\/williamhboggs\" target=\"_blank\" rel=\"noreferrer noopener\">@williamhboggs<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/twitter.com\/JuliaVyse\" target=\"_blank\" rel=\"noreferrer noopener\">@JuliaVyse<\/a> Yes &#8211; typically \u201care there more leads we could get on this platgform?\u201d <a href=\"https:\/\/twitter.com\/NeptuneMoon\" target=\"_blank\" rel=\"noreferrer noopener\">@NeptuneMoon<\/a><\/p>\n\n\n\n<p>Well, and &#8216;should we be on Microsoft Bing PMax?&#8217; or &#8216;how much can we spend on AI Max?&#8217; If we ever get a planning tool that helps me show the ceiling I&#8217;ll die happy <a href=\"https:\/\/twitter.com\/JuliaVyse\" target=\"_blank\" rel=\"noreferrer noopener\">@JuliaVyse<\/a><\/p>\n\n\n\n<p>So many questions about scaling &#8211; a lot of clients want to be getting more leads \/ making more revenue \/ selling more product, etc. <a href=\"https:\/\/twitter.com\/revaminkoff\" target=\"_blank\" rel=\"noreferrer noopener\">@revaminkoff<\/a><\/p>\n\n\n\n<p>Sometimes scaling also means looking at internal business practices to CLOSE more of what you&#8217;re already getting. It&#8217;s amazing listening to calls from customers trying to book services at businesses with apathetic sales teams. Eg: Auto repair shops: Someone calls looking for a part, and the service team just tells them to order it on eBay instead of trying to convert to a service appointment. Or not having nurturing flows in place. Just 2 examples <a href=\"https:\/\/twitter.com\/williamhboggs\" target=\"_blank\" rel=\"noreferrer noopener\">@williamhboggs<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/twitter.com\/williamhboggs\" target=\"_blank\" rel=\"noreferrer noopener\">@williamhboggs<\/a> SALES TEAM TOLD ME THE LEADS ARE NO GOOD ok, well we checked the records, and they haven&#8217;t answered the phone since 1972, and wait a week to follow up on leads so\u2026\u2026 maybe fix that before we spend more money, k? <a href=\"https:\/\/www.linkedin.com\/in\/theaaronlevy\/\" target=\"_blank\" rel=\"noreferrer noopener\">@Aaronlevy<\/a><\/p>\n\n\n\n<p>Worked at a place where the sales team were &#8216;gatherers&#8217;. They&#8217;d only take inbound calls; couldn&#8217;t be bothered to follow-up and make outbound calls to current leads. \u2026 So we hired a company to make the outbound calls to our leads and warm transferred them to the sales team. Success!!! <a href=\"https:\/\/www.linkedin.com\/in\/jeffreyhain\/\" target=\"_blank\" rel=\"noreferrer noopener\">@JeffreyHain<\/a><\/p>\n\n\n\n<p>Scaling is a tough question and almost all clients ask about it. Many times I actually tell them to work with a CRO, because we already have a lot of traffic and we just need to get more conversions with the same traffic. Website optimizations and looking at your sales process can often times increase the revenue without just adding more ad spend. Doing the usability testing, changing up landing pages, looking at sales processes, sitting in on sales calls, etc.. are all very valuable tactics. In the platforms, it is like <a href=\"https:\/\/twitter.com\/NeptuneMoon\" target=\"_blank\" rel=\"noreferrer noopener\">@NeptuneMoon<\/a> said though and finding the spot where increased spend begins to hit a wall. If they have caps on what they need ROAS to be or CPA, etc\u2026 then we need to scale to that. Oftentimes getting on a new platform can yield more than just increasing spend on Google, Microsoft, FB, etc\u2026 The first part of my answer though is generally where the real value is. <a href=\"https:\/\/twitter.com\/lchasse\" target=\"_blank\" rel=\"noreferrer noopener\">@Ichasse<\/a><\/p>\n\n\n\n<p>I\u2019ve rarely gotten this question as a direct ask in the last few years, but I\u2019m aware that plenty of stakeholders need to scale. Most want more conversions at the same or lower cost as goals are met but refuse to accept the idea of diminishing returns and will sacrifice efficiency chasing after scale. <a href=\"https:\/\/www.linkedin.com\/in\/julianphillip\/\" target=\"_blank\" rel=\"noreferrer noopener\">@JulianPhillip<\/a><\/p>\n\n\n\n<p>Yes, but more often than not, clients don&#8217;t know their numbers when asking to scale. Unless they are financially fluent &#8211; scaling will always lead to an abrupt halt &#8211; stock issues, poor planning, inventory management, financial literacy \u2026Then there are those who come with our budget is unlimited as long as CPA is X <a href=\"https:\/\/www.linkedin.com\/in\/alimehdimukadam\/\" target=\"_blank\" rel=\"noreferrer noopener\">@alimehdimukadam<\/a><\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-q2-what-are-some-of-the-hardest-parts-about-scaling-in-ppc-for-the-accounts-you-work-on-what-industries-do-you-work-with-and-does-it-vary-by-platform\"><strong>Q2: What are some of the hardest parts about scaling in PPC for the accounts you work on? What industries do you work with? And does it vary by platform?<\/strong><\/h4>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>I think <a href=\"https:\/\/www.linkedin.com\/in\/theaaronlevy\/\" target=\"_blank\" rel=\"noreferrer noopener\">@Aaronlevy<\/a> \u2019s point about clicks getting progressively more expensive\/less efficient at a certain point is a great one to reiterate here. <a href=\"https:\/\/twitter.com\/NeptuneMoon\" target=\"_blank\" rel=\"noreferrer noopener\">@NeptuneMoon<\/a><\/p>\n\n\n\n<p>Lots of businesses don&#8217;t want to put in more budget, even when they have a clear positive ROI and plenty of room to expand. I never understood why. If you have a money tree, water that thing! Lol<br>(mostly small service businesses)&nbsp; <a href=\"https:\/\/twitter.com\/williamhboggs\" target=\"_blank\" rel=\"noreferrer noopener\">@williamhboggs<\/a><\/p>\n\n\n\n<p>Clients typically want to scale volume without losing efficiency, and it&#8217;s hard to figure out where that drop-off point is. <a href=\"https:\/\/twitter.com\/revaminkoff\" target=\"_blank\" rel=\"noreferrer noopener\">@revaminkoff<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/twitter.com\/revaminkoff\" target=\"_blank\" rel=\"noreferrer noopener\">@revaminkoff<\/a> I think it is almost impossible to know you\u2019ve passed that point until you pass it too <a href=\"https:\/\/twitter.com\/NeptuneMoon\" target=\"_blank\" rel=\"noreferrer noopener\">@NeptuneMoon<\/a><\/p>\n\n\n\n<p>My public sector accounts just want\u2026.everybody, and my retail clients want people to come to stores, no matter how far away they are. i can only capture what demand is there! <a href=\"https:\/\/twitter.com\/JuliaVyse\" target=\"_blank\" rel=\"noreferrer noopener\">@JuliaVyse<\/a><\/p>\n\n\n\n<p>Also, the clients we work with typically don&#8217;t have unlimited\/flexible budgets &#8212; so they want to see more volume, but it&#8217;s hard to get someone to agree to spend any extra money \/ add additional budget to see that volume. (We work with a lot of small businesses\/start-ups but also some big corporates who do annual planning) <a href=\"https:\/\/twitter.com\/revaminkoff\" target=\"_blank\" rel=\"noreferrer noopener\">@revaminkoff<\/a><\/p>\n\n\n\n<p>might be a question later, but there is a real convo to have about demand generation, the product and the activity. <a href=\"https:\/\/twitter.com\/JuliaVyse\" target=\"_blank\" rel=\"noreferrer noopener\">@JuliaVyse<\/a><\/p>\n\n\n\n<p>I was just about to say that scaling is often used for search, and that has built-in ceilings. <a href=\"https:\/\/twitter.com\/NeptuneMoon\" target=\"_blank\" rel=\"noreferrer noopener\">@NeptuneMoon<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/twitter.com\/revaminkoff\" target=\"_blank\" rel=\"noreferrer noopener\">@revaminkoff<\/a> the annual planning is such a gift! until Q3 when there&#8217;s no additional budget even in the reserve fund for opportunity <a href=\"https:\/\/twitter.com\/JuliaVyse\" target=\"_blank\" rel=\"noreferrer noopener\">@JuliaVyse<\/a><\/p>\n\n\n\n<p>1: It will NEVER be more of the same. want to scale pmax\/broad match\/ai max\/anything max? Great, you&#8217;re going to get new queries and new goodies as the tool explores. 2: Reallocating tofu budget to search generally equals less search, not more. 3: Your TAM is likely finite as well &#8211; there&#8217;s only so many times you can talk to the same person. IMO scaling effectively (not necessarily efficiently) requires looking at new things, not just feeding more fuel to old things. <a href=\"https:\/\/www.linkedin.com\/in\/theaaronlevy\/\" target=\"_blank\" rel=\"noreferrer noopener\">@Aaronlevy<\/a><\/p>\n\n\n\n<p>I&#8217;ve found a sweet spot for a lot of Local Service businesses is around 30% Impression Share, \u00b15%. Past about 35% I start seeing bigger rises in CPLs. It&#8217;s important to have strong ad rank as well; I feel like this is often overlooked <a href=\"https:\/\/twitter.com\/williamhboggs\" target=\"_blank\" rel=\"noreferrer noopener\">@williamhboggs<\/a><\/p>\n\n\n\n<p>Now, if you add social into the mix, it becomes a different conversation. But one that then has to talk about spending on demand creation and not just capture. And SO MANY BUSINESSES want to magically capture demand they have done nothing or nearly nothing to generate\u2026<a href=\"https:\/\/twitter.com\/NeptuneMoon\" target=\"_blank\" rel=\"noreferrer noopener\">@NeptuneMoon<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/twitter.com\/NeptuneMoon\" target=\"_blank\" rel=\"noreferrer noopener\">@NeptuneMoon<\/a> 100% &#8211; we&#8217;ve been focusing a lot more this year on generating demand for a few clients because they want to scale, but to your point, only x people might be searching for them and they need x+y to hit their goals. <a href=\"https:\/\/twitter.com\/revaminkoff\" target=\"_blank\" rel=\"noreferrer noopener\">@revaminkoff<\/a><\/p>\n\n\n\n<p>the natural next step for a lot of brands is competitor conquesting, and they are often NOT ready for that cpc conversation <a href=\"https:\/\/twitter.com\/JuliaVyse\" target=\"_blank\" rel=\"noreferrer noopener\">@JuliaVyse<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/twitter.com\/JuliaVyse\" target=\"_blank\" rel=\"noreferrer noopener\">@JuliaVyse<\/a> or going after competitors without a compelling &#8220;why we&#8217;re better than them&#8221; story <a href=\"https:\/\/www.linkedin.com\/in\/theaaronlevy\/\" target=\"_blank\" rel=\"noreferrer noopener\">@Aaronlevy<\/a><\/p>\n\n\n\n<p>Also, sometimes there is a reason outside of anyone&#8217;s control why people might not be interested in their product right now. In particular, thinking about a luxury big-ticket client in an uncertain economy and political climate wondering why volume has limits\u2026<a href=\"https:\/\/twitter.com\/revaminkoff\" target=\"_blank\" rel=\"noreferrer noopener\">@revaminkoff<\/a><\/p>\n\n\n\n<p>I think the early internet mythos of \u201cif you build it they will come\u201d is baked in to a lot of people\u2019s thinking when it comes to specifically search advertising. And it simply is not the full picture or equation, but man, is it persistent! <a href=\"https:\/\/twitter.com\/NeptuneMoon\" target=\"_blank\" rel=\"noreferrer noopener\">@NeptuneMoon<\/a><\/p>\n\n\n\n<p>All my luxe clients need to get into VIP mode NOW. Scarcity and low volume is the way forward for the next two years, min <a href=\"https:\/\/twitter.com\/JuliaVyse\" target=\"_blank\" rel=\"noreferrer noopener\">@JuliaVyse<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/twitter.com\/JuliaVyse\" target=\"_blank\" rel=\"noreferrer noopener\">@JuliaVyse<\/a> Definitely helps &#8211; but there are still only so many people willing to pay $50,000 for a new custom patio deck, for example. <a href=\"https:\/\/twitter.com\/revaminkoff\" target=\"_blank\" rel=\"noreferrer noopener\">@revaminkoff<\/a><\/p>\n\n\n\n<p>The hardest part of scaling is getting the brands to understand what scaling actually means. They see they are getting great returns and expect that to continue into the stratosphere. We all know that is not the case, and we need to find the first ceiling as marketers within their segment. Every segment has a limit. I don&#8217;t care what market you are in. Then you enter a zone where the return on spend decreases for a period, and then the next level it decreases again, etc. It gets progressively more expensive to acquire a new customer as you scale any brand. If more competition enters your segment, it may get more expensive even where you had already scaled (added little bonus when that happens). The other tough part is when you start using social media to start scaling, and yup, social media ads have a pretty significant impact on your paid ads in Google\/Microsoft as well in a positive way. It just takes a ton of work to make this stuff all work together. <a href=\"https:\/\/twitter.com\/lchasse\" target=\"_blank\" rel=\"noreferrer noopener\">@Ichasse<\/a><\/p>\n\n\n\n<p>Client education is the toughest &#8211; when they aren&#8217;t aware of the second-order effects &#8211; have to almost verify &#8211; are you sure, have you ran your numbers, is the inventory in stock, etc. Gets very tricky on Amazon specifically coz you loose your organic rankings fast if product goes out of stock &#8211; have to climb the ladder again <a href=\"https:\/\/www.linkedin.com\/in\/alimehdimukadam\/\" target=\"_blank\" rel=\"noreferrer noopener\">@alimehdimukadam<\/a><\/p>\n\n\n\n<p>Echoing Lawrence\u2019s point. Getting clients to understand that there are limits to scaling and that finding and respecting those limits is not quitting. It\u2019s a healthy understanding of capturing the demand that\u2019s there when it comes and goes. <a href=\"https:\/\/www.linkedin.com\/in\/julianphillip\/\" target=\"_blank\" rel=\"noreferrer noopener\">@JulianPhillip<\/a><\/p>\n\n\n\n<p>For me it is networks insisting on having us compete for less qualified demand, especially at scale, instead of being able to more efficiently target precisely at volume. <a href=\"https:\/\/www.linkedin.com\/in\/ckostecki\/\" target=\"_blank\" rel=\"noreferrer noopener\">@Chriskostecki<\/a><\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-q3-have-you-found-it-easier-to-scale-for-your-brands-on-some-platforms-networks-versus-others-what-do-you-think-makes-it-easier-on-the-platforms-where-it-works-the-best\"><strong>Q3: Have you found it easier to scale for your brands on some platforms\/networks versus others? What do you think makes it easier on the platforms where it works the best?<\/strong><\/h4>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>I can say that it&#8217;s been easier on Google and on TikTok. Video for amplification and discoverability is very helpful. <a href=\"https:\/\/twitter.com\/JuliaVyse\" target=\"_blank\" rel=\"noreferrer noopener\">@JuliaVyse<\/a><\/p>\n\n\n\n<p>Google Search is &#8220;easy&#8221; in the sense you can turn the dial up and down and tend to have a defined end point. Microsoft search is similar, though I have found an increased reliance on the partner network (not an amazing thing) as you turn the dials up. Demand Gen\/YouTube\/Social <em>can<\/em> be easy as there&#8217;s no ceiling regarding inventory, but is a ceiling in terms of RFM\/TAM (aka how often you&#8217;re talking to your addressable audience). <a href=\"https:\/\/www.linkedin.com\/in\/theaaronlevy\/\" target=\"_blank\" rel=\"noreferrer noopener\">@Aaronlevy<\/a><\/p>\n\n\n\n<p>100% yes. You need to be where the customers are. The good news is today we have a lot of platforms to advertise on, so you don&#8217;t have to just depend on Google, Microsoft, FB to get new customers. Those 3 happen to be the biggest ones, but they are not the only ones. You can advertise on Amazon, Twitch, TikTok, Spotify, etc\u2026 as well. Even some of the traditional media like radio can be extremely effective. Just do a bunch of testing and find where you are getting the best traction. <a href=\"https:\/\/twitter.com\/lchasse\" target=\"_blank\" rel=\"noreferrer noopener\">@Ichasse<\/a><\/p>\n\n\n\n<p>Love the callout on traditional media formats &#8211; they&#8217;re much more trackable than they used to be and direct mail works weirdly well. <a href=\"https:\/\/www.linkedin.com\/in\/theaaronlevy\/\" target=\"_blank\" rel=\"noreferrer noopener\">@Aaronlevy<\/a><\/p>\n\n\n\n<p>I am such a proponent of putting dollars into all parts of the funnel. I honestly think that is the single biggest thing you can do if you want to scale PPC results. So if you\u2019re not using say, Microsoft Ads &#8211; try it. If you\u2019re not on any socials, try it. If there are other formats, (even non-digital ones!) take a good look and try them. <a href=\"https:\/\/twitter.com\/NeptuneMoon\" target=\"_blank\" rel=\"noreferrer noopener\">@NeptuneMoon<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.linkedin.com\/in\/theaaronlevy\/\" target=\"_blank\" rel=\"noreferrer noopener\">@Aaronlevy<\/a> DM is IT!!!&#8230;also support Canada Post <a href=\"https:\/\/twitter.com\/JuliaVyse\" target=\"_blank\" rel=\"noreferrer noopener\">@JuliaVyse<\/a><\/p>\n\n\n\n<p>I feel like Google is much easier to judge how much you can scale, but also has a pretty hard ceiling. I&#8217;ve had very few problems scaling on Meta. I&#8217;m really curious: What&#8217;s your tolerance on Frequency in Meta? I feel like I&#8217;m shooting too low sometimes &#8211; when I get served 40 ads from the same brand and still end up buying lol <a href=\"https:\/\/twitter.com\/williamhboggs\" target=\"_blank\" rel=\"noreferrer noopener\">@williamhboggs<\/a><\/p>\n\n\n\n<p>Had a chuckle at that <a href=\"https:\/\/twitter.com\/NeptuneMoon\" target=\"_blank\" rel=\"noreferrer noopener\">@NeptuneMoon<\/a> made me realize my own post (and many others) state the best thing for us to do to scale as PPC-ers is to do\u2026. non PPC things.. <a href=\"https:\/\/twitter.com\/williamhboggs\" target=\"_blank\" rel=\"noreferrer noopener\">@williamhboggs<\/a> personally I don&#8217;t know that seeing an ad too often has ever swayed me from my decision one way or the other. I get annoyed by ads that I see all the time that I&#8217;ll never buy and I forgive high frequency ads from brands I like. That said MY GOODNESS FOR THE LOVE OF ALL THAT IS HOLY USE BURN LISTS why do I keep getting ads for the pants I JUST BOUGHT <a href=\"https:\/\/www.linkedin.com\/in\/theaaronlevy\/\" target=\"_blank\" rel=\"noreferrer noopener\">@Aaronlevy<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.linkedin.com\/in\/theaaronlevy\/\" target=\"_blank\" rel=\"noreferrer noopener\">@Aaronlevy<\/a> Yes, and\u2026 If you want to get a leg up on competitors, you have to generally do stuff they are not. So you can both spend and spend on Google and that may be enough for many businesses. But if you want more you have to do more and think\/look for opportunities that are not being used by everyone. <a href=\"https:\/\/twitter.com\/NeptuneMoon\" target=\"_blank\" rel=\"noreferrer noopener\">@NeptuneMoon<\/a><\/p>\n\n\n\n<p>Frequency and converted audiences go hand in hand! <a href=\"https:\/\/twitter.com\/JuliaVyse\" target=\"_blank\" rel=\"noreferrer noopener\">@JuliaVyse<\/a><\/p>\n\n\n\n<p>I started in DM so it is easy for me to find the value in things like post cards, catalogs, radio, etc\u2026 Never sleep on these things as they can be a big part of the success as a marketer trying to increase revenue for brands. I do still love traditional media, especially if you target the right media markets and segments. <a href=\"https:\/\/twitter.com\/lchasse\" target=\"_blank\" rel=\"noreferrer noopener\">@Ichasse<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/twitter.com\/lchasse\" target=\"_blank\" rel=\"noreferrer noopener\">@Ichasse<\/a> \u2026 also started in DM; very good training ground! &nbsp;<a href=\"https:\/\/www.linkedin.com\/in\/jeffreyhain\/\" target=\"_blank\" rel=\"noreferrer noopener\">@JeffreyHain<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.linkedin.com\/in\/theaaronlevy\/\" target=\"_blank\" rel=\"noreferrer noopener\">@Aaronlevy<\/a> 100%.. ! More brands definitely need to use them. I am guilty of intentionally triggering more ads from Thursday Boots. As a photographer, I really liked their ads and wasn&#8217;t seeing them enough on my feed <a href=\"https:\/\/twitter.com\/williamhboggs\" target=\"_blank\" rel=\"noreferrer noopener\">@williamhboggs<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/twitter.com\/NeptuneMoon\" target=\"_blank\" rel=\"noreferrer noopener\">@NeptuneMoon<\/a> hehe leg up as I&#8217;m whining about pants\u2026\u2026I&#8217;m a 7 year old. <a href=\"https:\/\/www.linkedin.com\/in\/theaaronlevy\/\" target=\"_blank\" rel=\"noreferrer noopener\">@Aaronlevy<\/a><\/p>\n\n\n\n<p>The amount of lazy marketing by mid to large brands should be studied. Most clearly do not use exclusion lists <a href=\"https:\/\/twitter.com\/NeptuneMoon\" target=\"_blank\" rel=\"noreferrer noopener\">@NeptuneMoon<\/a><\/p>\n\n\n\n<p>DM taught marketers how to measure success without a last click attribute, so it makes us a little more agile in some cases and can show impacts of different advertising channels a little better than folks who never had to show success without all the nice reporting you can get from pure digital platforms today. There is a lot of value in that when you have a CFO or CEO breathing down your neck about performance of different channels and their value to the brand. <a href=\"https:\/\/twitter.com\/lchasse\" target=\"_blank\" rel=\"noreferrer noopener\">@Ichasse<\/a><\/p>\n\n\n\n<p>It&#8217;s just as much bad incentives as bad behavior. If I&#8217;m incentivized on sales through my channels, you bet your behind I am keeping that frequency HIGH <a href=\"https:\/\/www.linkedin.com\/in\/theaaronlevy\/\" target=\"_blank\" rel=\"noreferrer noopener\">@Aaronlevy<\/a><\/p>\n\n\n\n<p>My anecdotal findings. I find it easiest to scale Google when I&#8217;m selling something with an AOV around $1,200 &#8211; $1,500. Product, software, subscription, whatever. With that AOV I&#8217;ve seen I can sustain sub-$30 CPLs, or if it&#8217;s a direct purchase, then a CPA of $150-200. Rarely do I need to convince a B2C client that sees revenue in Shopify or GA4 or wherever else. So scale comes easier with faster turnaround type clients. Meta &#8211; It depends on the brand. In the case where I see an opportunity to scale and indicators within their eCom platform or analytics are telling me the same story, I&#8217;ll let them know there&#8217;s room to grow or give them a ramped sort of recommendation. Sometimes they just don&#8217;t want to spend more, even if the data says to. It comes down to comfort levels, and belief in the attribution more often than not. <a href=\"https:\/\/twitter.com\/timmhalloran\">@timmhalloran<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/twitter.com\/NeptuneMoon\" target=\"_blank\" rel=\"noreferrer noopener\">@NeptuneMoon<\/a> I am of the honest opinion that &#8220;lazy marketing&#8221; is the new normal. Nobody will admit it, but I have audited way to many accounts and sales\/marketing processes for companies to think any differently. Lazy marketing also includes things like what Google does and just email everyone on an account even if they have nothing to do with the management of the account, etc\u2026 If you show value and you work hard you will get much better results than by these very grey area tactics companies take today. <a href=\"https:\/\/twitter.com\/lchasse\" target=\"_blank\" rel=\"noreferrer noopener\">@Ichasse<\/a><\/p>\n\n\n\n<p>And now that you can &#8220;just plug in Claude&#8221; the laziness is about to be WAY worse <a href=\"https:\/\/twitter.com\/JuliaVyse\" target=\"_blank\" rel=\"noreferrer noopener\">@JuliaVyse<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/twitter.com\/JuliaVyse\" target=\"_blank\" rel=\"noreferrer noopener\">@JuliaVyse<\/a> Don&#8217;t get me started on AI, lol. Amazon cannot even get Alexa to work right, so why would you trust AI yet with people&#8217;s livelihoods and careers? <a href=\"https:\/\/twitter.com\/lchasse\" target=\"_blank\" rel=\"noreferrer noopener\">@Ichasse<\/a><\/p>\n\n\n\n<p>But <a href=\"https:\/\/twitter.com\/lchasse\" target=\"_blank\" rel=\"noreferrer noopener\">@Ichasse<\/a> I have been repeatedly told that AI is the future of everything and if I don\u2019t adapt to that or accept that or make it my religion I will perish? <a href=\"https:\/\/twitter.com\/NeptuneMoon\" target=\"_blank\" rel=\"noreferrer noopener\">@NeptuneMoon<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/twitter.com\/NeptuneMoon\" target=\"_blank\" rel=\"noreferrer noopener\">@NeptuneMoon<\/a> &amp;  <a href=\"https:\/\/twitter.com\/lchasse\" target=\"_blank\" rel=\"noreferrer noopener\">@Ichasse<\/a> I\u2019m stuck in the middle as far as AI sentiment goes. On one hand, I think that AI shouldn\u2019t make us into lazy marketers, but I wonder if AI can enhance work product as long as we learn how to use it properly. I\u2019m seeing more job descriptions calling for marketers who are open to using AI, so I feel compelled to experiment with Agents over basic prompting. <a href=\"https:\/\/www.linkedin.com\/in\/julianphillip\/\" target=\"_blank\" rel=\"noreferrer noopener\">@JulianPhillip<\/a><\/p>\n\n\n\n<p>Have I mentioned the 4S strategy lately. Any search scale should be based on demand, and if demand is tapped out it needs to be created elsewhere <a href=\"https:\/\/www.linkedin.com\/in\/ckostecki\/\" target=\"_blank\" rel=\"noreferrer noopener\">@Chriskostecki<\/a><\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-q4-what-could-platforms-do-to-make-scaling-on-them-easier\"><strong>Q4: What could platforms do to make scaling on them easier?<\/strong><\/h4>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>Show me what the potential opportunity is! If I can&#8217;t go to an Enterprise client with &#8216;here spend this much&#8217; you&#8217;re getting whatever dollars are leftover after everything else is allocated. <a href=\"https:\/\/twitter.com\/JuliaVyse\" target=\"_blank\" rel=\"noreferrer noopener\">@JuliaVyse<\/a><\/p>\n\n\n\n<p>Forecasting tools that are even on the same planet as reality. <a href=\"https:\/\/www.linkedin.com\/in\/theaaronlevy\/\" target=\"_blank\" rel=\"noreferrer noopener\">@Aaronlevy<\/a><\/p>\n\n\n\n<p>I would LOVE some predictive tools that would actually show you roughly where that diminishing return line is <a href=\"https:\/\/twitter.com\/NeptuneMoon\" target=\"_blank\" rel=\"noreferrer noopener\">@NeptuneMoon<\/a><\/p>\n\n\n\n<p>Fred cobbled a few together &#8211; will see if I can dig them up <a href=\"https:\/\/www.linkedin.com\/in\/theaaronlevy\/\" target=\"_blank\" rel=\"noreferrer noopener\">@Aaronlevy<\/a><\/p>\n\n\n\n<p>Predictive tools that also allow you to see how the scale will affect your performance would be really helpful. Scale suggestions that don&#8217;t start at 300% of your current spend\u2026<a href=\"https:\/\/twitter.com\/revaminkoff\" target=\"_blank\" rel=\"noreferrer noopener\">@revaminkoff<\/a><\/p>\n\n\n\n<p>I use a Custom Column formula in Google to calculate Estimated daily budget increase required to minimize Search Lost IS (budget). I think this should be native to the platform. Google also has problems with how it utilizes your alloted daily budget. They should fix this to make it more intuitive. Basically if you use a schedule, you&#8217;re probably underspending. FB should add Impression Share metrics.<a href=\"https:\/\/twitter.com\/williamhboggs\" target=\"_blank\" rel=\"noreferrer noopener\">@williamhboggs<\/a><\/p>\n\n\n\n<p>For this I look at opportunities to capture new customers and that is still hands down Google. Microsoft&#8217;s platform is still pretty bad at scaling very much unfortunately, because I do like Microsoft better than Google as a user. I would say pairing Google with social media is the best combo out there to scale if I had to only pick one. Smaller scaling is using traditional media with website improvements. Postcards, catalogs, radio, etc\u2026 can all point to a landing page (squeeze page for us old DMers) or even just a dedicated phone number for that platform to call. <a href=\"https:\/\/twitter.com\/lchasse\" target=\"_blank\" rel=\"noreferrer noopener\">@Ichasse<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/twitter.com\/NeptuneMoon\" target=\"_blank\" rel=\"noreferrer noopener\">@NeptuneMoon<\/a> We love a reach curve here in TV land <a href=\"https:\/\/twitter.com\/JuliaVyse\" target=\"_blank\" rel=\"noreferrer noopener\">@JuliaVyse<\/a><\/p>\n\n\n\n<p>Ooohhh, I would love for the platforms to give more data on your potential market on their platform. They have data on which types of people have converted for products or services like yours. I would be great to see more and richer data provided to show you (and stakeholders)&nbsp; &#8211; hey, here is an audience you\u2019re kind of missing that might be great for you. Although I do not hold out much hope for this because all the platforms keep moving toward more and more \u201cwe got this and trust us\u201d than showing what\u2019s happening and where specific audiences might have impacts. <a href=\"https:\/\/twitter.com\/NeptuneMoon\" target=\"_blank\" rel=\"noreferrer noopener\">@NeptuneMoon<\/a><\/p>\n\n\n\n<p>You can also calculate Impressions Eligible For by dividing Impressions by Lost IS %. This helps to understand if there are changes in Search Volume vs Ad Performance (eg: if you start ranking worse, you might not be eligible in the auction). Always mark changes in your graph timeline so you can understand fluctuations and visually see how your changes affect performance <a href=\"https:\/\/twitter.com\/williamhboggs\" target=\"_blank\" rel=\"noreferrer noopener\">@williamhboggs<\/a><\/p>\n\n\n\n<p>You know they have it because as soon as you look at one ad, say on Facebook, you IMMEDIATELY gets served every single competitor ad. But give advertisers those insights <a href=\"https:\/\/twitter.com\/NeptuneMoon\" target=\"_blank\" rel=\"noreferrer noopener\">@NeptuneMoon<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/twitter.com\/NeptuneMoon\" target=\"_blank\" rel=\"noreferrer noopener\">@NeptuneMoon<\/a> Meta serves me ads about my DREAMS. I need to understand this tech lol <a href=\"https:\/\/twitter.com\/williamhboggs\" target=\"_blank\" rel=\"noreferrer noopener\">@williamhboggs<\/a><\/p>\n\n\n\n<p>I wish Google, meta, Bing, etc. would tell you which audiences are working when you use optimize audiences \/ expanded audiences, etc. that way you could invest and double down on audiences that are yielding results <a href=\"https:\/\/twitter.com\/revaminkoff\" target=\"_blank\" rel=\"noreferrer noopener\">@revaminkoff<\/a><\/p>\n\n\n\n<p>Oh, and how about being able to BOTH target some audiences and observe others???? <a href=\"https:\/\/twitter.com\/NeptuneMoon\" target=\"_blank\" rel=\"noreferrer noopener\">@NeptuneMoon<\/a><\/p>\n\n\n\n<p>I would like to always be able to pull any custom date range. Some cut you off after 90 days and that makes it harder to pull the data argument to support scaling or defend the scaling you&#8217;ve done. <a href=\"https:\/\/twitter.com\/revaminkoff\" target=\"_blank\" rel=\"noreferrer noopener\">@revaminkoff<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/twitter.com\/revaminkoff\" target=\"_blank\" rel=\"noreferrer noopener\">@revaminkoff<\/a> That&#8217;s a great one! I want deeper insights on Meta Ads. If I run a broad audience, I&#8217;d love to know what Interest categories my customers fall into. I audited an account for a prospect recently. Their agency had 300 Ad Sets all targeting a different audience. The client was B2B. Interests: Artificial Intelligence was the top performer. Probably not something I would have thought of but makes sense given Business Owners&#8217; interest in AI. <a href=\"https:\/\/twitter.com\/williamhboggs\" target=\"_blank\" rel=\"noreferrer noopener\">@williamhboggs<\/a><\/p>\n\n\n\n<p>Agree with forecasting\/scale tools within a smidgen of reality. And predictive diminishing return line.<br>Similar to what Boggs said, I&#8217;ve built some ratios for clients where we screenshot expected return at different ROAS &amp; budget thresholds and did that for nearly a year. Then compared it to what actually happened in Google (budget &amp; ROAS), and then compared it to the client&#8217;s actual backend payments processed data. And those forecasts where accurate about 15% of the time, but we found that if we expected return to clock in around 80% of what the planner forecast said, then we could take another 18% off that, and it would be really close to what the backend system said. So if planner said a 13x ROAS at $100,000 in spend, and our goal was an 8X ROAS for the month, that would work (80 minus 18 = 62, then multiply what planner said our ROAS would be by a 0.62 ratio and we&#8217;d be within 10% of what they ended up achieving). Largest discrepancy came in winter months (seasonal client). I&#8217;d love custom ratios or forecasts built in, so we could tweak these tools to adjust for expected vs. real and learn from it. <a href=\"https:\/\/twitter.com\/timmhalloran\">@timmhalloran<\/a><\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-q5-what-do-you-wish-clients-or-stakeholders-understood-about-the-whole-concept-of-scaling-when-it-comes-to-ppc-does-it-vary-by-platform-or-industry\"><strong>Q5: What do you wish clients or stakeholders understood about the whole concept of scaling when it comes to PPC? Does it vary by platform or industry?<\/strong><\/h4>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>That you cannot infinitely scale. <a href=\"https:\/\/twitter.com\/NeptuneMoon\" target=\"_blank\" rel=\"noreferrer noopener\">@NeptuneMoon<\/a><\/p>\n\n\n\n<p>It&#8217;s not a spigot. You can&#8217;t just open the tap and expect more of the same to come out. And speaking to specific industries (mostly home services) &#8211; PPC can&#8217;t fix a slow season. sometimes it&#8217;s a cold winter so there&#8217;s less bugs for the summer. Or there&#8217;s not as much rain so nobody&#8217;s roof is leaking. we can&#8217;t change the world (yet) <a href=\"https:\/\/www.linkedin.com\/in\/theaaronlevy\/\" target=\"_blank\" rel=\"noreferrer noopener\">@Aaronlevy<\/a><\/p>\n\n\n\n<p>The whole concept of TAM (total addressable market) needs a lot more talking about. No Bob, \u201ceveryone\u201d is not your target market. <a href=\"https:\/\/twitter.com\/NeptuneMoon\" target=\"_blank\" rel=\"noreferrer noopener\">@NeptuneMoon<\/a><\/p>\n\n\n\n<p>It&#8217;s not a vending machine, it\u2019s more like a slot machine. <a href=\"https:\/\/www.linkedin.com\/in\/alimehdimukadam\/\" target=\"_blank\" rel=\"noreferrer noopener\">@alimehdimukadam<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/twitter.com\/NeptuneMoon\" target=\"_blank\" rel=\"noreferrer noopener\">@NeptuneMoon<\/a> people realllllllllllllllly overvalue their SAM (serviceable addressable market, aka who you can realistically land as customers). ambition never matches reality <a href=\"https:\/\/www.linkedin.com\/in\/theaaronlevy\/\" target=\"_blank\" rel=\"noreferrer noopener\">@Aaronlevy<\/a><\/p>\n\n\n\n<p>If there isn&#8217;t a clear product, if there isn&#8217;t product market fit, if the price doesn&#8217;t match the demand, if the consumer can&#8217;t afford it&#8230; then scaling probably isn&#8217;t going to work until those type of issues are resolved. Also, can you handle the scale? Are you going to run out of stock? Do you have the sales team to handle the influx of leads if this works? Because those are also big factors in a successful scaling attempt. <a href=\"https:\/\/twitter.com\/revaminkoff\" target=\"_blank\" rel=\"noreferrer noopener\">@revaminkoff<\/a><\/p>\n\n\n\n<p>Also, customers come in concentric bands &#8211; like a dartboard. The tendency to think everyone who becomes a lead or buys something are somehow equal is so aggravating and unhelpful. <a href=\"https:\/\/twitter.com\/NeptuneMoon\" target=\"_blank\" rel=\"noreferrer noopener\">@NeptuneMoon<\/a><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>You need a good product \/ good offer or people won&#8217;t buy.<\/li>\n\n\n\n<li>Your audience might be bigger than you think, you just need to speak like the rest of them and be willing to open up.<\/li>\n\n\n\n<li>Capturing market share is an investment not a quick win<\/li>\n\n\n\n<li>Ballpark CPA x {How many leads you want} = Budget. This skews as you get more volume but is a good starting point especially for low-budget advertisers.<\/li>\n\n\n\n<li>Understand your market and how your goal aligns with reality.<\/li>\n\n\n\n<li>Know your goal <a href=\"https:\/\/twitter.com\/williamhboggs\" target=\"_blank\" rel=\"noreferrer noopener\">@williamhboggs<\/a><\/li>\n<\/ol>\n\n\n\n<p>To point #5 once had a client tell me their goal. I did the math and they would&#8217;ve needed 13% of the population of their area to need their service every single day, and <em>only<\/em> come to them, <em>never<\/em> the competition. Completely unrealistic for their industry. <a href=\"https:\/\/twitter.com\/williamhboggs\" target=\"_blank\" rel=\"noreferrer noopener\">@williamhboggs<\/a><\/p>\n\n\n\n<p>Scaling within your market is one thing, scaling into additional markets is another and takes additional business resources beyond digital marketing to do it successfully. <a href=\"https:\/\/www.linkedin.com\/in\/ckostecki\/\" target=\"_blank\" rel=\"noreferrer noopener\">@Chriskostecki<\/a><\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><strong>PPCChat Participants<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Julia Vyse&nbsp;<a href=\"https:\/\/twitter.com\/JuliaVyse\" target=\"_blank\" rel=\"noreferrer noopener\">@JuliaVyse<\/a><\/li>\n\n\n\n<li>Julie F Bacchini&nbsp;<a href=\"https:\/\/twitter.com\/NeptuneMoon\" target=\"_blank\" rel=\"noreferrer noopener\">@NeptuneMoon<\/a><\/li>\n\n\n\n<li>Ali Mehdi Mukadam&nbsp;<a href=\"https:\/\/www.linkedin.com\/in\/alimehdimukadam\/\" target=\"_blank\" rel=\"noreferrer noopener\">@alimehdimukadam<\/a><\/li>\n\n\n\n<li>Tim Halloran&nbsp;<a href=\"https:\/\/twitter.com\/timmhalloran\">@timmhalloran<\/a><\/li>\n\n\n\n<li>Reva Minkoff&nbsp;<a href=\"https:\/\/twitter.com\/revaminkoff\" target=\"_blank\" rel=\"noreferrer noopener\">@revaminkoff<\/a><\/li>\n\n\n\n<li>Aaron Levy <a href=\"https:\/\/www.linkedin.com\/in\/theaaronlevy\/\" target=\"_blank\" rel=\"noreferrer noopener\">@Aaronlevy<\/a><\/li>\n\n\n\n<li>Boggs &nbsp;<a href=\"https:\/\/twitter.com\/williamhboggs\" target=\"_blank\" rel=\"noreferrer noopener\">@williamhboggs<\/a><\/li>\n\n\n\n<li>Jeffrey Hain <a href=\"https:\/\/www.linkedin.com\/in\/jeffreyhain\/\" target=\"_blank\" rel=\"noreferrer noopener\">@JeffreyHain<\/a><\/li>\n\n\n\n<li>Lawrence Chasse <a href=\"https:\/\/twitter.com\/lchasse\" target=\"_blank\" rel=\"noreferrer noopener\">@Ichasse<\/a><\/li>\n\n\n\n<li>Julian Phillip <a href=\"https:\/\/www.linkedin.com\/in\/julianphillip\/\" target=\"_blank\" rel=\"noreferrer noopener\">@JulianPhillip<\/a><\/li>\n\n\n\n<li>Chris Kostecki&nbsp;<a href=\"https:\/\/www.linkedin.com\/in\/ckostecki\/\" target=\"_blank\" rel=\"noreferrer noopener\">@Chriskostecki<\/a><\/li>\n<\/ul>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><strong>Related Links<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.karooya.com\/blog\/mastering-url-expansion-in-google-search-campaigns\/\" target=\"_blank\" rel=\"noreferrer noopener\">Mastering URL Expansion in Google Search Campaigns<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.karooya.com\/blog\/digital-ads-benchmark-report-by-tinuiti-q1-2026-key-highlights\/\" target=\"_blank\" rel=\"noreferrer noopener\">Digital Ads Benchmark Report by Tinuiti | Q1 2026 | Key Highlights<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.karooya.com\/blog\/negative-keywords-in-google-ads-2026-are-you-using-them-to-filter-traffic-or-control-it\/\" target=\"_blank\" rel=\"noreferrer noopener\">Negative Keywords in Google Ads (2026): Are You Using Them to Filter Traffic or Control It?<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>During this week&#8217;s PPCChat session, host Julie F Bacchini sought PPCers views on the need for regular scaling for clients and stakeholders, some of the hardest parts about scaling in PPC, platforms&#8217; role in making scaling easier and whether it varies by platform or industry.<\/p>\n","protected":false},"author":6,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ub_ctt_via":"","footnotes":""},"categories":[18],"tags":[],"class_list":["post-27723","post","type-post","status-publish","format-standard","hentry","category-ppc-chat"],"featured_image_src":null,"author_info":{"display_name":"Amita","author_link":"https:\/\/www.karooya.com\/blog\/author\/amita\/"},"_links":{"self":[{"href":"https:\/\/www.karooya.com\/blog\/wp-json\/wp\/v2\/posts\/27723","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.karooya.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.karooya.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.karooya.com\/blog\/wp-json\/wp\/v2\/users\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/www.karooya.com\/blog\/wp-json\/wp\/v2\/comments?post=27723"}],"version-history":[{"count":5,"href":"https:\/\/www.karooya.com\/blog\/wp-json\/wp\/v2\/posts\/27723\/revisions"}],"predecessor-version":[{"id":27728,"href":"https:\/\/www.karooya.com\/blog\/wp-json\/wp\/v2\/posts\/27723\/revisions\/27728"}],"wp:attachment":[{"href":"https:\/\/www.karooya.com\/blog\/wp-json\/wp\/v2\/media?parent=27723"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.karooya.com\/blog\/wp-json\/wp\/v2\/categories?post=27723"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.karooya.com\/blog\/wp-json\/wp\/v2\/tags?post=27723"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}