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Google Ads Specialist Strategy for Companies in Durban: Competitor Analysis and Auction Insights

Unlock the potential of Google Ads with tailored strategies focused on competitor analysis and local market insights.

Local Market Insights

Understand your competition and market dynamics in Durban.

Auction Insights

Leverage auction data to optimize your ad strategies.

Competitor Analysis

Identify gaps and opportunities in your local market.
14 min readGoogle Ads
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Understanding the Importance of Competitor Analysis in Google Ads

If you are running Google Ads for a company in Durban, competitor analysis is not about copying the business next door. It is about understanding the auction environment you are actually buying into: who else is bidding, how aggressively they are bidding, which devices they prioritise, and where your own account is being outmanoeuvred. In local markets, this matters more than in broad national campaigns because search demand is often tighter, commercial intent is more uneven, and a small number of advertisers can distort costs in specific categories such as legal services, private healthcare, logistics, hospitality, and home services.

A Durban-based company selling office interiors, for example, may discover that its strongest competitors are not national chains but a handful of regional suppliers and one aggressive e-commerce advertiser bidding on every branded and non-branded variation. Without competitor analysis, that business may mistakenly assume poor performance is caused by weak ads. In reality, the issue may be higher impression share loss due to rank, a mismatch between business hours and user behaviour, or landing pages that do not speak to the local buying context. Prebo Digital’s approach is built around diagnosing these auction patterns first, then shaping strategy around them.

In local Google Ads markets, the competitor you need to study is often the one that appears beside you on the search results page, not the largest brand in the country.

Competitor analysis also helps you separate market noise from genuine opportunity. If three advertisers dominate auction share for “emergency plumber Durban,” you may decide that a broad all-hours campaign is too expensive unless your service margins justify it. But if those same competitors are weak on ad relevance, missing extensions, or sending traffic to slow pages, you can build a profitable position by improving quality score inputs and tightening your intent filters. This is where local expertise becomes valuable: understanding which searches deserve full-funnel coverage and which should be excluded before they drain spend.

What competitor analysis should reveal before you scale

The goal is to answer practical questions. Which competitors are bidding on your core terms? Are they present only on branded searches or also on generic high-intent keywords? Do they appear to overtake you at certain times of day or on mobile? Are they winning because of stronger ad rank, larger budgets, or better landing page relevance? When these questions are answered properly, the next step becomes strategic rather than reactive. You can choose to defend your position, shift into underserved segments, or raise bids selectively where conversion value is highest.

For Durban companies, competitor analysis is especially useful when the business serves both local and wider KwaZulu-Natal demand. A campaign can look healthy at city level but still leak spend into surrounding areas where conversion intent is weaker. Studying competitor behaviour by location helps identify whether your rivals are concentrating on the Durban metro, freeway corridor suburbs, industrial zones, or affluent residential catchments. That insight is far more actionable than a generic traffic report.

Key Components of Auction Insights

Auction Insights is one of the most practical Google Ads management reports for competitive strategy because it shows how your ads performed against other advertisers participating in the same auctions. Google’s help documentation explains that the report can surface metrics such as impression share, overlap rate, outranking share, top of page rate, and absolute top of page rate. These are not vanity metrics. They are clues about auction pressure, visibility, and the real cost of maintaining presence in a category.

6

Core auction metrics that help you interpret competitive pressure and ranking position.

Impression share tells you how often your ads were shown compared with the total available impressions. If your share is low, that may indicate budget limitations, poor ad rank, or both. Overlap rate shows how often another advertiser’s ad appeared in the same auction as yours. Outranking share reveals how often your ad ranked above a competitor or won the auction while theirs did not appear higher. Top of page and absolute top of page rates help you understand whether visibility is concentrated in premium positions or drifting lower on the results page, which can materially affect click quality.

MetricWhat it tells youHow Durban teams should use it
Impression shareHow much of available visibility you capturedCheck whether budget caps or rank issues are limiting reach in core suburbs and service zones
Overlap rateHow often a competitor entered the same auctionIdentify the advertisers you are truly competing against in your category
Outranking shareHow often you ranked above another advertiserUse it to judge whether a bid increase is actually worth the extra cost
Top of page rateHow often you appeared in prominent positionsPrioritise high-intent keywords where above-the-fold visibility drives conversion

A common mistake is treating auction metrics as a scorecard for ego. If you are appearing above a competitor but paying a much higher cost per acquisition, that is not a win. The correct question is whether the visibility generated incremental revenue at a profitable margin. In Durban, where many service businesses run with strict lead quality thresholds, it is often better to lose some low-value auctions and win the ones that convert into booked calls, store visits, or e-commerce orders.

Identifying Local Competitors: Tools and Techniques

Finding local competitors for Google Ads requires a mix of platform data, manual search checks, and market knowledge. Start with the Auction Insights report in Google Ads, then validate what you see by searching your core terms from Durban-relevant locations and devices. Use neutral browser sessions, test mobile and desktop separately, and compare branded versus non-branded queries. This helps avoid the bias that comes from seeing only your own account history or a limited device profile.

Google Ads Auction Insights gives you the auction side, but you also need to inspect the offer side. What promise does each competitor make in their ad copy? Are they leading with price, speed, trust, or local convenience? Are they pushing urgent service language, same-day delivery, free assessments, or financing? Local search behaviour in Durban often reflects practicality: buyers want fast turnaround, reliable service, and confidence that the provider understands the area and can actually deliver within local logistics constraints.

Do not rely only on broad competitor tools. A third-party database can miss local advertisers, new entrants, or businesses bidding only on a narrow set of terms.

Useful techniques include checking search result pages for different suburbs, reviewing local business directories, studying competitor ad extensions, and mapping which competitors appear for service-plus-location queries such as “warehouse storage Durban North” or “B2B printer support Umhlanga.” For businesses with multiple branches or service areas, this can uncover whether one competitor is dominating high-value nodes while another is only active on low-intent searches. That distinction matters because budget should follow profit concentration, not just traffic volume.

Prebo Digital often encourages clients to separate competitor identification into three layers: direct competitors, category competitors, and auction competitors. Direct competitors sell the same thing. Category competitors sell adjacent solutions. Auction competitors may not look like rivals in the market, but they bid on the same keywords and influence your CPCs. In a local market, the auction competitor may be a national franchise, a lead-gen aggregator, or a comparison site. If you ignore these players, your campaign plan will be incomplete.

Analyzing Competitor Strategies: What to Look For

Once you know who is in the auction, analyse what they are doing with their presence. Look at their keyword themes, match-type tendencies, ad copy structure, sitelinks, callouts, location messaging, and landing page quality. You are not trying to replicate their campaign; you are trying to spot the decisions that make their position expensive or vulnerable. For instance, a competitor may dominate generic queries but send all traffic to a homepage with little local proof, no clear quote form, and slow mobile load times. That is an opportunity to out-convert them rather than outspend them.

In Durban, the best analysis often comes from comparing how competitors segment by intent. Do they run separate campaigns for brand, non-brand, and location-based terms? Are they using responsive search ads with value propositions that match local needs? Are they highlighting service speed, after-sales support, financing, or delivery coverage? Are they bidding aggressively on mobile during business hours and reducing exposure overnight? These behavioural clues reveal how sophisticated their account structure may be.

If a competitor’s ad appears everywhere but their landing page is weak, the better strategy is often better relevance and conversion design rather than higher bids.

Another useful angle is to compare offer architecture. Are they pricing openly? Do they use free consultations? Are they pushing urgency through limited-time incentives? Do they show evidence of trust such as reviews, industry credentials, or case-study snippets? Local consumers and B2B buyers in Durban both respond to credibility, but they evaluate it differently. A commercial buyer may want SLA language and implementation detail, while a homeowner may care more about responsiveness and local service radius. Good competitor analysis separates these motives instead of flattening them into one generic message.

By the end of this first half of the analysis, you should know which advertisers matter, what auction pressures exist, and where the easiest openings are. The next step is to translate those observations into campaign decisions that improve visibility without sacrificing profitability.

Using Auction Insights for Strategic Decisions

Auction Insights becomes valuable when it changes what you do next. In practical terms, that means using the report to decide whether to increase bids, tighten geography, shift budgets, improve ad relevance, or cut waste from segments that are being outcompeted at an uneconomic price. For Durban companies, this usually starts with separating defensive and offensive decisions. Defensive decisions protect branded and high-intent categories where your margin is strongest. Offensive decisions target terms where competitors are vulnerable because they have weak copy, poor landing pages, or limited local credibility.

A useful rule is to compare outranking share with conversion quality. If you are consistently outranking a competitor but paying high CPCs and receiving unqualified leads, the issue is not ranking; it is targeting. Conversely, if a competitor outranks you on profitable terms and your impression share is capped by rank, you may need better quality score inputs, stronger ad relevance, and cleaner landing page alignment rather than only larger bids. That distinction matters because many local advertisers overspend on keyword auctions while neglecting the signals that reduce cost per click over time.

Auction signalLikely causeStrategic response
Low impression share with strong conversion rateBudget constraintProtect the campaign with a higher budget ceiling or narrower keyword set
Low outranking share on profitable termsAd rank weaknessImprove ad relevance, landing page quality, and expected CTR
High overlap rate with one competitorDirect auction rivalryDifferentiate with offer, geography, and audience layering
Top of page rate falling on mobileBids or relevance slipping on smaller screensReview device adjustments and mobile landing experience

If your Durban account serves both lead generation and e-commerce, auction insights can also inform budget splits. Search terms with strong lead value may justify more aggressive bidding, while shopping campaigns or product-led queries may require a sharper efficiency lens. The point is not to dominate every auction. It is to dominate the auctions that produce profitable outcomes after refunds, follow-up sales, or repeat purchases are considered. This is where many accounts fail: they optimise for visible metrics rather than contribution margin.

Ad Optimization Based on Competitor Behavior

Competitor behavior should influence your ad copy, your audience segmentation, and your landing page structure. If rivals are leaning heavily on price, you may need to compete on trust, turnaround time, premium service, or total cost of ownership. If they are leading with generic claims, you can win attention by being more specific about local delivery, installation zones, response times, or industry expertise. In Durban’s local market, specificity often outperforms broad promises because it signals operational readiness.

The same applies to extensions. Sitelinks, callouts, and structured snippets should reflect what the local market actually needs, not just what sounds polished. A retailer may emphasise same-day collection, KZN-wide delivery, and returns policy. A B2B service firm may use case studies, implementation timelines, and support hours. If your competitor’s ad has more visual prominence but less practical detail, better structured extensions can improve click-through and pre-qualify prospects before the landing page even loads.

In competitive local auctions, the right message can lower wasted clicks even when CPCs stay high. Better qualification is often more valuable than cheaper traffic.

You should also adapt by location tier. For example, a Durban business might run tighter bids and stronger urgency messaging in core commercial nodes, while using broader awareness-focused copy in surrounding zones where search volume is lower. If competitors are saturating one district, your best move may be to move sideways into adjacent high-intent queries or vertical-specific terms. This strategy is common in service businesses where a single generic keyword has become too expensive, but more specific search terms still produce acceptable CPA.

Technical execution matters too. If competitor analysis reveals that the market is crowded, use cleaner campaign segmentation, tighter negative keyword lists, and more careful audience exclusions. This reduces internal competition and preserves data clarity. It is difficult to judge auction pressure correctly when one campaign is cannibalising another. For agencies like Prebo Digital, this is why strategy, build, test, and reporting are treated as one system rather than separate tasks.

Case Study: Successful Google Ads Campaign in Durban

Consider a Durban-based commercial services company competing for high-value inbound enquiries in a crowded category. The account initially focused on broad search terms and saw inconsistent lead quality. Auction Insights showed that one national competitor and two regional firms were dominating the same auctions, but the larger player was weak on local proof and the smaller firms had limited coverage outside office hours. Rather than trying to outbid everyone, the strategy shifted to mapping competitor presence by intent level and location tier.

The first move was to separate branded, service, and suburb-based campaigns. Search terms with strong commercial intent were isolated, and low-value queries were excluded using a tighter negative keyword framework. Ad copy was rewritten to highlight Durban service coverage, response times, and consultation speed. Landing pages were simplified to reduce friction, with clearer calls-to-action and stronger proof points. The team also adjusted schedules so spend concentrated in the hours when the sales team could respond quickly, reducing lead decay.

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Clear competitive framework: identify, segment, respond, measure.

The result was not a miraculous transformation but a measurable one: better lead quality, cleaner search term data, and less waste on auctions that looked competitive but had weak commercial intent. The biggest lesson from the campaign was that local competition is not just about who bids highest. It is about who understands the market fastest and turns that understanding into a sharper account structure. That is especially true in cities like Durban, where commercial pockets, logistics realities, and category maturity can vary materially from one search segment to another.

The future of local Google Ads competition is moving toward better signal quality, stronger first-party data, and more nuanced interpretation of platform automation. As privacy changes continue and tracking becomes less complete, the advertisers who win will be the ones with cleaner data pipelines, stronger conversion definitions, and better use of offline signals. Auction Insights will remain useful, but it will increasingly need to be interpreted alongside CRM data, revenue quality, and customer lifetime value rather than clicks alone.

For Durban businesses, this means building accounts that can withstand volatility. That includes accurate conversion tracking, better segmentation between commercial and informational intent, and a willingness to test messaging that reflects local buyer behaviour. It also means revisiting competitor analysis regularly, because local auction landscapes shift when new entrants launch, budgets change, or category leaders decide to expand. A quarterly review is often too slow in competitive sectors; monthly monitoring is more realistic when spend is material.

If your tracking is weak, auction insights can still show market pressure, but your response will be less precise. Competitive data is only useful when it is paired with reliable conversion reporting.

The strongest local advertisers will combine auction insight reviews with landing page experiments, search term mining, and offer refinement. They will not treat competitor analysis as a one-time exercise. Instead, they will use it as an operating rhythm: detect, interpret, adjust, and validate. That is how companies in Durban can stay competitive without drifting into reactive bidding wars.

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In real estate, incomplete verification or vague service areas often produce weaker lead quality than a tighter, better documented setup. A practical setup sequence looks like this: Confirm eligibility for the estate agency category in your target region. Prepare legal and business verification documents early. Define service areas by suburb, district, or metro cluster rather than by country-wide reach. Build a review acquisition process so your profile launches with social proof. Set a response protocol for incoming calls and messages within business hours. That final point is critical. Local Services Ads are not a passive branding layer. They create opportunities that expect fast follow-up. In real estate, a lead that waits too long can already be talking to three other agents. The operational side of the campaign, including who answers the phone, how missed calls are handled, and how the lead is routed into CRM or spreadsheet tracking, matters as much as the ad itself. Setup element What to get right Common mistake Verification Complete documents and business details accurately Delays caused by mismatched legal information Service areas Use precise suburbs and districts you actually serve Choosing a broad region that attracts low-fit leads Reviews Consistent recent feedback from real clients Launching with no proof signals Lead handling Fast call answer and structured follow-up Missing leads after office hours or during showings Lead handling workflow for LSAs 1. Incoming lead arrives 2. Auto-notify agent + admin 3. Call within 5 minutes if possible 4. Log source, suburb, intent, and property value range 5. Route to buyer, seller, or rental specialist 6. Follow up within 24 hours if no answer At Prebo Digital, the most effective real estate setups are the ones that treat ad intake and sales intake as the same system. The campaign may originate in Google, but the result is determined by how efficiently that lead enters the sales pipeline. If you already use a CRM, make sure the enquiry fields capture suburb, property type, and lead intent. If you do not, even a structured spreadsheet can improve attribution and help you see which neighbourhoods deliver the strongest opportunities. Customizing Your Ads for Maximum Impact Customization in Local Services Ads is less about flashy creative and more about narrowing relevance. Realtors win more useful enquiries when the profile speaks to the exact kind of property journey the prospect is on. That means highlighting local expertise, transaction type, property price range, and service promise without overcomplicating the message. A luxury residential agent should not be framed the same way as a volume rental specialist or a mixed-use commercial broker. Start with positioning. If you work in a high-value suburb, your profile should reflect neighborhood familiarity, pricing confidence, and seller-market knowledge. If your business focuses on first-time buyers, emphasize clarity, support, and responsiveness. If you service a broader metro area, break your proposition into smaller clusters so the message feels local instead of generic. The goal is to reduce uncertainty for the person considering whether to call you now or keep searching. Sharper positioning usually improves lead quality more than broadening your radius. For real estate, relevance beats reach when the decision window is short. Reviews are another customization lever. In real estate, review wording matters because prospects often look for evidence of negotiation skill, communication speed, and area knowledge. A review that says “helped us sell in Bedfordview with clear updates and a fast closing process” carries more weight than a generic five-star comment. Encourage clients to mention the suburb, property type, and specific service outcome they experienced. This improves trust and gives your profile geographic texture. The same logic applies to service descriptions. Do not list every possible property service unless you genuinely provide them. Instead, match the description to your core commercial focus: Seller-focused teams should emphasize valuation, listing strategy, and negotiation support. Buyer-focused teams should emphasize neighbourhood guidance, viewing coordination, and market comparisons. Rental specialists should emphasize tenant screening, speed to lease, and portfolio management. A useful way to think about customization is to map it to the funnel. At the top of funnel, the prospect is trying to decide whether you are a legitimate local choice. In the middle of funnel, they want proof that you understand the area and transaction type. At the bottom of funnel, they want a human being who will answer quickly and move the process forward. LSAs support all three stages when the profile is built with precision. Profile element What it signals Realtor example Service area Local relevance Sandton, Rosebank, Bryanston instead of “Johannesburg” only Review language Real-world proof “Sold our home in four weeks with regular updates” Primary service Commercial focus Luxury sales, residential buying, or rentals If you manage multiple teams or locations, keep the structure clean. One profile should not try to represent every office, every suburb, and every asset class at once. It is better to run tightly themed local profiles with disciplined tracking than to dilute performance through one oversized, unfocused presence. In practice, this often means splitting by city cluster, transaction type, or team specialization depending on how your agency is organised. Budgeting Strategies for Effective Advertising Budgeting for Google Local Services Ads is about lead economics, not just spend caps. Realtors should evaluate the channel based on the quality of contacted leads, the speed of enquiry conversion, and the value of closed transactions rather than raw volume alone. Because property sales cycles are longer than most consumer purchases, a useful budget model starts with how many qualified conversations you need each month to fill the pipeline, then works backward to expected lead costs. A practical budgeting approach is to divide spending into three layers: test budget, working budget, and scale budget. The test budget validates whether your service area and profile are attracting relevant enquiries. The working budget supports consistent enquiry flow once the profile is stable. The scale budget comes later, after you can see which suburbs, transaction types, or agent teams are producing the strongest lead-to-appointment rates. This avoids the common mistake of overspending before the intake system has been proven. Budget with lead quality in mind A smaller, well-targeted budget can outperform a larger budget if it reaches better-fit local prospects. For South African agencies, it is sensible to model budget in ZAR and to treat spend as a function of commercial value. For example, if your average commission potential on a residential sale is materially higher than on rental lettings, your acceptable cost per qualified lead will differ. The right budget is not the cheapest possible budget. It is the one that generates enough credible opportunities to keep your agents productive while protecting margin. You should also budget for the operational layer. A realtor campaign with poor call answering or slow CRM follow-up will produce weaker return on spend, even if the ad itself is well positioned. That means internal admin time, tracking tools, review requests, and lead routing should be considered part of the campaign cost. If your team is already stretched, a more focused campaign with fewer service areas is often better than a broad campaign that creates response bottlenecks. Budget tier Typical use case What success looks like Test New LSA profile or new suburb cluster Enough leads to judge quality and response patterns Working Stable campaigns with steady enquiry flow Predictable weekly leads and consistent call handling Scale High-performing area or seasonally strong market More booked valuations, viewings, or listing appointments The most useful question is not “how much should we spend?” It is “how much can we spend while still keeping the right enquiries profitable?” In real estate, that answer depends on commission size, close rate, market cycle, and internal sales capacity. A smaller, high-converting suburb campaign can justify a tighter budget than a broad metro campaign with lower intent and more competition. Budget decisions should therefore be reviewed monthly against lead quality, not only against the ad platform’s reported activity.

Sep 13, 202615 min read
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Leveraging Google Local Services Ads for Lawyers: A Step-by-Step Guide

A practical scenario: a personal injury attorney in Johannesburg has steady referrals, but too many searches come in after hours, from neighbouring suburbs, or from people who are not yet ready to speak. Google Local Services Ads can help intercept high-intent local searches at the exact moment someone needs a lawyer. When a law firm needs visibility now, not months from now For a personal injury practice, visibility is not just about being found; it is about being found by the right person in the right moment. Someone searching for legal help after a car accident, a workplace injury, or a slip-and-fall is usually not browsing casually. They want a nearby lawyer, fast. That is where Google Local Services Ads , or LSAs, are different from a standard search campaign. Instead of competing mainly on keywords and landing page clicks, the ad unit is built to surface local providers who have been screened by Google and can be contacted directly. This matters because traditional paid search can still be expensive for legal terms, especially when broad match, competitor terms, and urgent intent collide. LSAs often reduce the friction between search and lead by putting a law firm’s name, rating, office area, and contact path in front of the user earlier in the decision process. For a firm focused on personal injury, that can mean fewer wasted clicks and a better chance of speaking to someone who needs case evaluation rather than general legal information. Local intent LSAs are designed for searches where proximity, trust, and immediate contact matter most. Why this format fits legal services better than a generic ad A lawyer’s buyer journey is often compressed. The user may search “personal injury lawyer near me” at night, compare three listings, and call the first firm that looks credible. In that environment, LSAs help the firm show trust signals upfront. The ad can display review counts, service areas, business hours, and a Google-backed screening badge where applicable. That combination is powerful because legal clients are rarely buying the cheapest option; they are buying confidence, responsiveness, and local relevance. For Prebo Digital’s audience, the strategic difference is even more important: LSAs should be treated as a lead quality channel, not simply a volume channel. A law firm may see fewer total interactions than with broad search campaigns, but if those leads are more relevant, more local, and more likely to book consultations, the channel can still outperform on practical return. The metric that matters is not impressions; it is qualified conversations with the right intake profile. Warning: LSAs are not a replacement for a strong intake process. If calls are missed, follow-up is slow, or service-area settings are too broad, the channel will look weaker than it really is. A setup playbook for law firms entering Local Services Ads The setup process works best when it is handled like an operations project, not a quick media buy. For a personal injury attorney, the first step is confirming eligibility and preparing all supporting business information. Google’s Local Services Ads program requires business verification, license checks in many categories, and profile completion before a firm can run meaningfully. That is a feature, not a burden. It filters out weak competitors and rewards firms that can prove legitimacy. The next step is structuring the profile around the specific legal services the firm can actually deliver. A practice handling motor vehicle accidents, third-party claims, and workplace injuries should not advertise every imaginable legal service if the intake team cannot confidently support it. A smaller but accurate profile often converts better than a broad, vague one. This is especially true in South Africa, where location, urgency, and case type can vary sharply by suburb and referral channel. Setup step What to do Why it matters Profile verification Submit business details, licensing, and service information accurately. Prevents delays and improves trust with both Google and users. Service mapping Select only the legal categories your firm genuinely handles. Improves lead relevance and reduces wasted enquiries. Coverage areas Set realistic office and service areas around where you can serve clients. Avoids attracting leads that cannot be serviced efficiently. Intake routing Connect calls, message responses, and lead handling to a fast follow-up system. Ensures high-intent leads are contacted before they go elsewhere. In practical terms, a Johannesburg firm serving Sandton, Rosebank, Bryanston, and surrounding areas should not set a service radius so wide that it draws in poor-fit leads from far outside its operating model. If the firm cannot attend appointments easily or does not want to manage long-distance consultations, the profile should reflect that reality. Google rewards accuracy, and so do users. Tip: align LSA hours with your actual intake coverage. If the phone rings after hours but nobody answers, the algorithm may still spend into time slots that do not convert well. How to structure the offer around the cases you want A common mistake is treating LSAs like a generic “law firm” lead source. That usually creates mixed-intent enquiries. A personal injury attorney will usually get better outcomes by separating the offer into service-specific pathways. For example, one intake path can be for motor vehicle accidents, another for workplace injuries, and a third for public liability claims. Each path should use the same firm identity, but the messaging and follow-up questions should differ. This is where targeting becomes more than geography. It becomes case selection. If your firm wins better on road accident claims than on general litigation, your LSA setup should bias toward those queries and service categories. The goal is to increase the share of leads that fit your commercial and operational model. That is better for attorneys, better for intake teams, and better for cash flow planning. To do this well, law firms should map their service pages, intake scripts, and LSA profile to the same language. If the ad promises a response for personal injury matters, the answering team should know how to qualify urgency, location, and claim type in the first few minutes. Consistency matters because the ad only starts the conversation; the intake process closes the gap between interest and signed representation. Tip: one of the strongest signals for lead quality is not the click itself but how closely the caller’s case type matches your intake criteria within the first minute of conversation.

Sep 10, 202610 min read
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