Digital marketing glossary: every term, in plain English

ROAS, CPA, CPL, CAPI, canonical, LCP… 183 terms you will meet in Meta Ads, Google Ads, tracking and SEO. Each one has a simple meaning, a Kerala ₹ example, the formula where there is one, and what good looks like.

Verified by Hassan Rawther · October 2026. “What good looks like” values are starting rules; always compare with the account’s own history.

183 terms

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Show all 183 terms A–Z

Money & results

ROASReturn on Ad Spend

How many rupees of sales you get back for every rupee spent on ads.

ROAS tells you if your ads bring in more money than they cost. It only counts revenue, not profit, so a ROAS that looks good can still lose money if your margins are small.

ROAS = revenue from ads ÷ ad spend

Example
A Kochi clothing store spends ₹20,000 on Meta Ads and the ads bring ₹80,000 of orders. ROAS = 80,000 ÷ 20,000 = 4 (often written 4× or 400%).
What good looks like
Above your break-even ROAS. Many Indian e-commerce stores need 3–4× just to cover product cost, delivery and GST.
Common mistake
Comparing ROAS across campaigns without checking their job. Prospecting (new people) almost always shows a lower ROAS than remarketing, but it feeds remarketing.

Read the full guide →

SOP 124: Audit a Meta Ads Account →SOP 036: Calculate a Meta Ads Budget from a Revenue Goal →

Break-even ROAS

The ROAS at which ads neither make nor lose money.

Below this number every sale from ads loses money; above it you profit. Work it out before you launch, so you know what “good” means for this business.

Break-even ROAS = 1 ÷ profit margin

Example
A product sells for ₹1,000 and leaves ₹250 profit after cost, delivery and GST (25% margin). Break-even ROAS = 1 ÷ 0.25 = 4. A ROAS of 3 here is a loss.
What good looks like
Target at least 20–30% above break-even to leave room for returns and slow months.

SOP 036: Calculate a Meta Ads Budget from a Revenue Goal →

CPACost Per Acquisition (or Cost Per Action)

What you pay in ads, on average, for one result: a sale, sign-up or lead.

CPA is the price of one result. Meta calls it “cost per result”, Google Ads calls it “cost per conversion”. Whatever the name, compare it with what one result is worth to the business.

CPA = ad spend ÷ number of results

Example
₹30,000 spent, 12 course enrolments confirmed in the CRM. Platform CPA = 30,000 ÷ 12 = ₹2,500; with 18% GST the real CPA is 35,400 ÷ 12 = ₹2,950. Against a ₹25,000 fee, that is healthy.
What good looks like
Clearly below the profit from one result. Agencies agree a target CPA with the client before launch.
Common mistake
Judging CPA in the first 3–4 days, while the campaign is still in the learning phase.

Read the full guide →

SOP 036: Calculate a Meta Ads Budget from a Revenue Goal →SOP 124: Audit a Meta Ads Account →

CPLCost Per Lead

What you pay in ads for one enquiry (form, call or WhatsApp lead).

CPL is the CPA when the result is a lead. The CPL in Ads Manager or Google Ads is the platform’s number: spend before GST divided by the leads the platform counted, which can include duplicates, fake numbers and modelled conversions. The real CPL uses what you actually paid (spend + 18% GST) and the unique, valid leads in your CRM or lead sheet. Use the platform CPL to compare ads; use the real CPL to judge the business.

Real CPL = (ad spend × 1.18) ÷ unique valid leads in your CRM

Example
A Trivandrum dental clinic spends ₹15,000 and Meta shows 60 leads: platform CPL ₹250. With GST the bill is ₹17,700. The lead sheet has 48 unique, valid numbers (8 duplicates, 4 fake), so real CPL = ₹369. 15 book an appointment: cost per booking = ₹1,180.
What good looks like
Varies hugely by industry. Judge it with the next step: cost per qualified lead or cost per booking from the CRM, and compare cost per booking with what one patient or customer is worth.
Common mistake
Celebrating a low platform CPL from instant forms without checking the lead sheet, or counting WhatsApp “conversations started” as leads. A chat that says “hi” and goes quiet is not a lead.

SOP 017: Set Up Meta Ads Conversion Tracking →SOP 016: Launch a Meta Ads Campaign, Start to Finish →

Cost per qualified lead

Ad spend divided by the leads your sales team agrees are real prospects.

A qualified lead is someone who answered, matches the target customer and could buy. This is the number agencies report once tracking is mature, because it is close to real business value.

Cost per qualified lead = ad spend ÷ qualified leads

Example
₹15,000 spent, 60 leads, 24 qualified after calls. Cost per qualified lead = ₹625.
What good looks like
Stable or falling month on month while lead volume grows.

SOP 017: Set Up Meta Ads Conversion Tracking →SOP 084: Map a Client’s Sales Funnel →

CACCustomer Acquisition Cost

The full cost of winning one new paying customer, not just the ads.

CAC adds everything it takes to win a customer: ad spend, agency fees, sales salaries, tools. It is wider than CPA, and it is what owners and investors look at.

CAC = (ad spend + sales and marketing costs) ÷ new customers

Example
In a month: ₹60,000 ads + ₹40,000 counsellor salaries + ₹20,000 agency fee = ₹1,20,000. 20 new students. CAC = ₹6,000.
What good looks like
LTV at least 3× CAC is a common healthy rule.

Read the full guide →

SOP 084: Map a Client’s Sales Funnel →

LTVLifetime Value (also CLV)

The total profit a customer brings over the whole time they buy from you.

One customer can buy again, upgrade or refer friends. LTV shows how much you can afford to spend to win them in the first place.

LTV ≈ average order value × purchases per year × years as a customer × margin

Example
A gym member pays ₹1,500 a month and stays 10 months on average, with a 60% margin. LTV ≈ 1,500 × 10 × 0.6 = ₹9,000.
What good looks like
LTV ÷ CAC of 3 or more.

Read the full guide →

SOP 084: Map a Client’s Sales Funnel →

CPCCost Per Click

What you pay, on average, each time someone clicks your ad.

CPC depends on competition and how relevant your ad is. On Meta, use “cost per link click” (clicks to your site), not all clicks, which include likes and profile taps.

CPC = ad spend ÷ clicks

Example
₹5,000 spent, 400 link clicks. CPC = ₹12.50.
What good looks like
Lower is nice, but a ₹40 click that converts beats a ₹5 click that doesn’t. Watch CPA, not CPC alone.

SOP 036: Calculate a Meta Ads Budget from a Revenue Goal →

CPMCost Per Mille (cost per 1,000 impressions)

What it costs to show your ad 1,000 times.

CPM is the price of attention. It rises in festival seasons (Onam, Diwali, Christmas) when more advertisers compete for the same people.

CPM = ad spend ÷ impressions × 1,000

Example
₹3,000 spent for 25,000 impressions. CPM = ₹120.
What good looks like
Indian CPMs are low by world standards; a sudden jump usually means seasonality or a very narrow audience.

Read the full guide →

SOP 036: Calculate a Meta Ads Budget from a Revenue Goal →

CTRClick-Through Rate

The percentage of people who saw your ad (or search result) and clicked it.

CTR shows if your ad or headline is interesting enough to click. Low CTR usually means the creative or the offer isn’t landing with that audience.

CTR = clicks ÷ impressions × 100

Example
20,000 impressions, 240 link clicks. CTR = 1.2%.
What good looks like
Starting rule: around 1% link CTR on Meta feeds; higher on Google Search, where people are actively looking. Compare with the account’s own history.

Read the full guide →

SOP 214: Write SEO Titles and Meta Descriptions (Yoast, Rank Math, AIOSEO, SEOPress) →SOP 124: Audit a Meta Ads Account →

Conversion rate

The percentage of visitors who do the action you want.

If 100 people land on your page and 3 fill the form, the conversion rate is 3%. Doubling it halves your cost per lead with the same ad budget.

Conversion rate = conversions ÷ visitors × 100

Example
1,000 landing-page visits, 25 enquiries. Conversion rate = 2.5%.
What good looks like
Very page-dependent. Track it per page and improve it with tests, not guesses.

Read the full guide →

SOP 060: Plan, Run and Analyse an A/B Test on Your Website →SOP 049: Set Up Heatmaps and Session Recordings on Your Website →

Frequency

How many times, on average, each person saw your ad.

A little repetition helps people remember you. Too much and they get tired of the ad, costs rise and results fall. This is called creative fatigue.

Frequency = impressions ÷ reach

Example
30,000 impressions reaching 10,000 people. Frequency = 3.
What good looks like
Starting rule: cold audiences under about 2.5 a week; warm remarketing under about 4–5 a week.

SOP 124: Audit a Meta Ads Account →SOP 007: Set Up a Cart-Abandonment Retargeting Campaign on Meta →

CPVCost Per View

What you pay, on average, each time someone counts as having viewed your video ad.

On YouTube a view usually means watching 30 seconds (or the whole ad if it is shorter) or clicking it. Meta uses ThruPlay (15 seconds or complete) instead. CPV tells you the price of real attention, not just a scroll past.

CPV = video ad spend ÷ views

Example
A Kozhikode wedding photographer spends ₹6,000 on a YouTube in-stream ad and gets 12,000 views. CPV = ₹0.50.
What good looks like
Starting rule: compare CPV only between ads of similar length and audience. A cheap view that never leads to a search or enquiry is not a win.
Common mistake
Buying the cheapest views with a 6-second clip and then wondering why no one remembers the brand.

CPICost Per Install

What you pay in ads for one person to install your app.

CPI is the main number for app campaigns on Google (App campaigns) and Meta (App promotion). An install is only the first step: what matters is how many installers register, pay or stay.

CPI = ad spend ÷ app installs

Example
A Kochi grocery-delivery app spends ₹50,000 and gets 2,500 installs. CPI = ₹20. Only 500 place a first order, so cost per first order is ₹100.
What good looks like
Starting rule: judge CPI together with cost per registration or first purchase, measured through a mobile measurement partner or Firebase.
Common mistake
Optimising for installs only, so the platform finds people who install and delete within a day.

MER (blended ROAS)Marketing Efficiency Ratio

All your revenue divided by all your marketing spend, across every channel.

Each ad platform claims credit for the same sales, so their ROAS figures add up to more than you really sold. MER ignores who gets credit and asks one honest question: for every rupee spent on marketing, how much revenue came in?

MER = total revenue ÷ total marketing spend

Example
A Thrissur jewellery e-store sells ₹12,00,000 in a month and spends ₹2,00,000 on Meta, Google and influencers together. MER = 6, even though Meta alone reports a ROAS of 5 and Google 4.
What good looks like
Starting rule: track MER weekly alongside platform ROAS. If platform ROAS rises but MER stays flat, the platforms may be claiming sales that would have happened anyway.
Common mistake
Adding up Meta and Google reported revenue and presenting it to the owner as total sales from ads.

SOP 036: Calculate a Meta Ads Budget from a Revenue Goal →

POASProfit On Ad Spend

Like ROAS, but counting profit instead of revenue.

Two products can have the same ROAS but very different profit. POAS uses gross profit (revenue minus product cost, delivery and fees), so above 1 means the ads paid for themselves.

POAS = gross profit from ad-driven orders ÷ ad spend

Example
₹1,00,000 of orders from ₹25,000 ad spend is ROAS 4. After product cost, shipping and payment fees, gross profit is ₹30,000. POAS = 30,000 ÷ 25,000 = 1.2.
What good looks like
Starting rule: POAS above 1 covers ad cost; you still need enough left for salaries, rent and returns.
Common mistake
Scaling the campaign with the best ROAS when it mostly sells low-margin products, so profit falls as sales rise.

Contribution margin

What is left from a sale after paying the costs that come with that sale.

Take the selling price and subtract variable costs: product, packing, delivery, payment gateway fees, GST you can’t claim back and, often, the ad cost to get the order. What remains contributes to fixed costs like rent and salaries, and then profit.

Contribution margin = revenue − variable costs (often shown per order or as a % of revenue)

Example
A ₹1,500 Ayurvedic hamper costs ₹600 to make, ₹120 to ship and ₹30 in gateway fees. Contribution before ads = ₹750 (50%). If ads cost ₹400 per order, contribution after ads = ₹350.
What good looks like
Starting rule: know contribution after ads per order before you raise budgets.
Common mistake
Ignoring returns and cash-on-delivery refusals, which in India can quietly wipe out the margin.

Payback period

How long it takes for a new customer to pay back what it cost to win them.

If customers pay monthly, you recover acquisition cost slowly. The payback period tells you how much cash you need to keep growing before the money comes back.

Payback period (months) = CAC ÷ monthly gross profit per customer

Example
A Kochi gym spends ₹3,000 to win a member who brings ₹900 gross profit a month. Payback = 3,000 ÷ 900 ≈ 3.3 months.
What good looks like
Starting rule: small businesses usually want payback within 3–6 months; longer needs a cash cushion.
Common mistake
Calculating payback on revenue instead of gross profit, which makes it look twice as fast as it really is.

SOP 084: Map a Client’s Sales Funnel →

Unit economics

Whether one customer or one order makes or loses money once every direct cost is counted.

Unit economics puts CAC, contribution margin, LTV and payback side by side for one unit. If one unit loses money, more ad spend only loses money faster.

Example
An online tuition startup in Kerala: CAC ₹2,500, LTV ₹7,500, payback 4 months. LTV ÷ CAC = 3, so each student is worth winning.
What good looks like
Starting rule: LTV at least 3× CAC and a payback you can fund.
Common mistake
Scaling ads in the hope that “we will make it up in volume” while each order loses ₹80.

SOP 084: Map a Client’s Sales Funnel →SOP 036: Calculate a Meta Ads Budget from a Revenue Goal →

Incrementality (lift test)

The sales your ads truly caused, which would not have happened without them.

Attribution tells you who got credit; incrementality tells you what the ads actually added. A lift test (Meta Conversion Lift, Google Conversion Lift, or a geo test) holds back ads from a random group and compares it with the group that saw them.

Incremental lift = (conversions in test group − conversions in control group) ÷ conversions in control group

Example
A remarketing campaign reports 300 sales. A holdout test shows the control group still bought 240 times. Only about 60 sales were truly incremental.
What good looks like
Starting rule: run a lift or geo test before calling any big channel “essential”, especially brand search and remarketing.
Common mistake
Doubling remarketing budget because its ROAS is 12, when most of those buyers were already coming back on their own.

View-through conversion

A sale or lead credited to an ad that the person saw but did not click.

Meta’s default includes 1-day view; Google counts view-throughs for video and display. They can be real influence, but they also include people who would have converted anyway.

Example
Someone scrolls past a reel for a Kottayam homestay, doesn’t click, and books on the website that evening: Meta counts a 1-day view conversion.
What good looks like
Starting rule: report click-through and view-through separately, and check view-through value with a lift test.
Common mistake
Showing a client a high ROAS where 70% of the conversions are 1-day view on remarketing audiences.

SOP 124: Audit a Meta Ads Account →

Share of voice

Your share of all the visibility in your market compared with competitors.

It can mean your share of ad impressions, of search results, of social mentions or of AI answers. It is a rough sign of whether you are growing faster than the category.

Share of voice = your visibility ÷ total visibility in the category × 100

Example
In searches for “PSC coaching Trivandrum”, your institute appears in 3 of every 10 ad and organic positions: share of voice ≈ 30%.
Common mistake
Chasing share of voice with brand-awareness spend while the business can’t handle the leads it already has.

SOP 088: Use the Google Ads Transparency Center to See Your Competitors’ Ads →SOP 092: Find a Competitor’s SEO Keywords and Top Pages →

KPIKey Performance Indicator

One of the few numbers you agree to judge success by.

A KPI is a metric linked to a business goal and a target. Everything else is supporting data. Agree KPIs with the client before launch, in writing.

Example
For a Kochi dental clinic: KPI 1 = booked appointments per month (target 80). KPI 2 = cost per booking (target under ₹900). CTR and CPM are supporting metrics.
What good looks like
Starting rule: 2–4 KPIs per campaign, each with a target and a date.
Common mistake
Reporting 20 metrics a month, so no one knows if the campaign is working.

SOP 039: Onboard a New Marketing Client: Welcome Email and Kickoff Call →SOP 038: Write a Digital Marketing Proposal for a Client →

North Star metric

The one number that best shows the business is delivering value to customers and growing.

It is the number the whole team works to move, sitting above channel KPIs. It should reflect customer value, not just activity.

Example
For a Kerala online coaching platform: “students who complete week 1 of a paid course”. For a restaurant: “repeat orders per month”.
Common mistake
Picking followers or app installs as the North Star, which can grow while revenue falls.

MQL vs SQLMarketing Qualified Lead vs Sales Qualified Lead

An MQL fits your target and showed interest; an SQL has been checked by sales and is ready for a sales conversation.

Marketing passes MQLs to sales. After a call, sales marks the real prospects as SQLs. Agreeing what each stage means stops the classic “your leads are junk” argument.

Example
A Kochi study-abroad consultancy: MQL = filled the form, aged 18–30, wants UK or Canada. SQL = answered the call, has a budget of ₹20 lakh or more, plans to start within 12 months.
What good looks like
Starting rule: write the MQL and SQL rules down with the client and track both stages in the CRM.
Common mistake
Reporting MQL counts as success while the sales team says only 1 in 10 is real.

SOP 084: Map a Client’s Sales Funnel →

Lead scoring

Giving each lead points for fit and interest, so sales calls the best ones first.

Points come from details (location, budget, course chosen) and behaviour (opened the fee page, replied on WhatsApp). Most CRMs can score automatically.

Example
+20 for Kerala location, +30 for “joining this month”, +15 for visiting the fees page, −20 for a fake-looking number. Leads over 50 get a call within 10 minutes.
Common mistake
Building a complex scoring model before having enough closed sales to know what predicts a buyer.

SOP 084: Map a Client’s Sales Funnel →

Churn, retention and cohorts

Churn is the share of customers who leave; retention is the share who stay; a cohort is a group who started at the same time.

Looking at cohorts (for example everyone who joined in January) shows whether newer customers stay longer than older ones. Better retention raises LTV, so you can afford a higher CAC.

Monthly churn rate = customers lost in the month ÷ customers at the start of the month × 100. Retention rate = 100% − churn rate.

Example
A Calicut gym starts March with 400 members and loses 28. Churn = 7%, retention = 93%. The January cohort kept 70% after 3 months; the February cohort only 55%.
What good looks like
Starting rule: compare cohorts month by month; a rising churn rate needs fixing before more ad spend.
Common mistake
Pouring budget into new customer ads while churn quietly empties the business from the other side.

Campaign strategy

Ad creative

Everything people see in the ad: the image or video, the words, the offer and the button.

On Meta and YouTube in 2026, the creative decides who sees your ad as much as the targeting does. A strong creative has a clear hook in the first 2 seconds, one idea, one offer and proof.

Example
A Trivandrum academy runs three creatives: a student’s first-salary story, a 20-second fee breakdown, and a mentor explaining one skill in Malayalam. Each pulls a different kind of learner.
What good looks like
Starting rule: 4–8 clearly different creative ideas per ad set, refreshed every 2–4 weeks before frequency climbs.
Common mistake
Making ten versions of the same poster with different colours. Meta treats them as one idea and learns nothing.

SOP 069: Structure Your Meta Ads Account →SOP 016: Launch a Meta Ads Campaign, Start to Finish →

Creative testing

A planned way to find which ad ideas bring results, so budget moves to winners.

Test big differences first: the angle (price, outcome, fear, proof), then the format (reel, carousel, static), and only then small details like headlines. Judge on cost per result and lead quality, not likes.

Example
Week 1 tests three angles for a clinic: painless treatment, EMI available, doctor credentials. EMI wins at ₹180 per booked appointment, so week 2 tests three EMI formats.
What good looks like
Starting rule: give each idea enough budget for about 20–30 results before you call a winner.
Common mistake
Testing headline wording before the offer or angle is proven, which wastes weeks on small gains.

SOP 016: Launch a Meta Ads Campaign, Start to Finish →SOP 060: Plan, Run and Analyse an A/B Test on Your Website →

Targeting

Choosing who can see your ads: location, language, age, audiences and keywords.

On Meta, targeting is now mostly broad: you set location, language and minimum age, and the creative plus conversion data find the buyers. On Google Search, keywords are still the main targeting, because people tell you what they want.

Example
Meta: all of Kerala, Malayalam and English, 18+, Advantage+ audience on. Google: “digital marketing course trivandrum” in phrase match, 15 km around the campus.
What good looks like
Starting rule: as broad as the business can serve, with existing customers excluded.
Common mistake
Stacking five interests to make the audience “exact”. It shrinks delivery, raises CPM and usually lowers results.

SOP 074: Select Your Meta Ads Targeting →

Prospecting campaign

A campaign aimed at people who don’t know you yet.

Prospecting fills the funnel with new people. It costs more per result than retargeting and its platform ROAS looks lower, but without it remarketing audiences shrink and growth stops.

Example
A Kochi bakery spends ₹30,000 a month: ₹21,000 on prospecting reels around the city, ₹9,000 on retargeting people who viewed the cake menu.
What good looks like
Starting rule for growing brands: 60–80% of budget on prospecting; judge it on new-customer cost and blended results, not its own ROAS.
Common mistake
Cutting prospecting because remarketing ROAS looks better, then watching all results fall a month later.

SOP 075: Plan Your Meta Ads Campaigns →SOP 036: Calculate a Meta Ads Budget from a Revenue Goal →

Retention campaign

Marketing aimed at existing customers so they buy again, upgrade or refer others.

Winning a new customer usually costs far more than keeping one. Retention uses email, WhatsApp, loyalty offers and ads to past buyers, and it raises LTV, which lets you afford higher acquisition costs.

Example
A gym sends a WhatsApp offer to members whose plan ends in 15 days and runs a small Meta ad to the same list: renewals rise from 52% to 64%.
What good looks like
Starting rule: track repeat purchase rate and revenue from existing customers every month; aim to grow both.
Common mistake
Showing first-purchase discount ads to existing customers, which trains them to wait for discounts.

SOP 007: Set Up a Cart-Abandonment Retargeting Campaign on Meta →SOP 084: Map a Client’s Sales Funnel →

Full-funnel budget split

How the ad budget is shared between new people, warm people and existing customers.

A healthy account funds every stage: prospecting to find people, retargeting to convert the interested, retention to bring buyers back. The right split depends on how big the warm audience is and the business stage.

Example
A new course launch: 75% prospecting, 20% retargeting, 5% alumni referrals. A mature store with a big list: 55% prospecting, 25% retargeting, 20% retention.
What good looks like
Starting rule: review the split monthly using blended MER (all revenue ÷ all ad spend) and new-customer counts.
Common mistake
Putting most budget into retargeting a small audience, so frequency hits 10+ and costs explode.

SOP 075: Plan Your Meta Ads Campaigns →SOP 036: Calculate a Meta Ads Budget from a Revenue Goal →

Meta Ads

Business portfolio

The container in Meta that holds a business’s Pages, ad accounts, pixels and people.

It used to be called Business Manager. You manage it in the Meta Business Suite app. The client should own it; agencies get partner access.

Example
“Kochi Dental Care” portfolio holds its Facebook Page, Instagram account, ad account and pixel.
Common mistake
Running a client’s ads from the agency’s own portfolio, so the client loses everything if you part ways.

SOP 010: Set Up a Meta Ads Account →SOP 062: Give Your Team Access in Meta Business Suite →

Campaign, ad set, ad

The three levels of a Meta Ads account: goal, audience and budget, then the creative.

The campaign holds the objective (e.g. Leads). The ad set decides who sees the ads, where, and with what budget. The ad is what people actually see: image or video, text and button.

Example
Campaign: Leads – free demo class. Ad set: Kerala, 18–35, Malayalam, Advantage+ audience. Ads: 5 different reels and statics.

SOP 069: Structure Your Meta Ads Account →

Campaign objective

The result you ask Meta to get: Awareness, Traffic, Engagement, Leads, App promotion or Sales.

Meta shows your ads to the people most likely to do what the objective asks. Ask for clicks and you get clickers; ask for leads and you get people who fill forms.

Example
A coaching centre wanting enquiries picks Leads, not Traffic.

SOP 070: Choose Your Meta Ads Campaign Objective →

Learning phase

Meta’s testing period after you launch or make a big edit, when results jump around.

Meta needs data to learn who responds. Its guideline is about 50 results per ad set in 7 days to exit learning. Big edits (budget, audience, creative) restart it.

Example
Day 2 cost per lead is ₹600, by day 8 it settles at ₹280. Don’t panic on day 2.
What good looks like
Budget for exit: daily budget ≈ 7 × target cost per result, per ad set.
Common mistake
Editing every day, so the ad set never leaves learning (“Learning limited”).

SOP 016: Launch a Meta Ads Campaign, Start to Finish →SOP 069: Structure Your Meta Ads Account →

Advantage+

Meta’s automation settings that let its AI choose audience, placements, budget and creative tweaks.

Since 2025 Advantage+ is on by default for Sales, Leads and App campaigns. Audiences you add become suggestions. In practice your creative now does most of the targeting.

Example
With Advantage+ audience, a reel about “switching careers at 30” finds career switchers by itself, even with no interest targeting.
Common mistake
Turning every Advantage+ option off out of habit, which usually raises costs.

SOP 074: Select Your Meta Ads Targeting →SOP 016: Launch a Meta Ads Campaign, Start to Finish →

Lookalike audience

New people Meta thinks are similar to a list you give it, like your best customers.

1% is the closest match in a country. For conversion goals Meta can expand beyond it, so treat a lookalike as a starting signal, not a fence.

Example
A lookalike of 400 enrolled students finds new people who resemble them across India.
What good looks like
Build it from your most valuable customers, not all leads. Source of at least 100 people from one country.

SOP 031: Create a Lookalike Audience on Meta →

Meta Pixel (dataset)

A small piece of code on your website that tells Meta what visitors do there.

The pixel reports page views, leads and purchases back to Meta. Events Manager now groups the pixel and Conversions API data into one “dataset”.

Example
A visitor fills the enquiry form; the pixel sends a Lead event to Meta.
Common mistake
Loading the same pixel twice (plugin + GTM), which double-counts every event.

Read the full guide →

SOP 005: Install the Meta Pixel on Your Website →

CAPIConversions API

Sends the same events to Meta from your website’s server, not only from the visitor’s browser.

Ad blockers and iPhone privacy settings stop many pixel events. CAPI recovers them. Use the pixel and CAPI together, with the same event_id, so Meta removes duplicates.

Example
The pixel misses a lead because the visitor uses an ad blocker; CAPI still sends it from the WordPress server.
What good looks like
Events received from both Browser and Server in Events Manager, Event Match Quality 6 or higher.

SOP 005: Install the Meta Pixel on Your Website →SOP 124: Audit a Meta Ads Account →

Event Match Quality (EMQ)

Meta’s 0–10 score for how well your events can be matched to real Meta users.

More matching details (hashed email, phone, click ID) mean a higher score, better attribution and better optimisation.

Example
Lead event EMQ goes from 4.2 to 7.1 after turning on Automatic Advanced Matching and CAPI.
What good looks like
6 or higher for your main event.

SOP 005: Install the Meta Pixel on Your Website →

Attribution window

How many days after seeing or clicking an ad a conversion can still be credited to it.

Meta’s default is 7-day click and 1-day view. From March 2026, a click-through conversion needs a real link click; likes, saves and profile taps count as 1-day “engage-through”.

Example
Someone clicks an ad on Monday and enrols on Thursday: counted under 7-day click.
Common mistake
Comparing results before and after March 2026 without noticing the definition changed.

SOP 124: Audit a Meta Ads Account →

Special Ad Category

A required label for ads about credit, financial products, jobs, housing or politics.

These ads get limited targeting by law and policy. If your ad belongs to one and you don’t declare it, Meta rejects it and can restrict the account.

Example
A company advertising job openings must choose the Employment category.

SOP 070: Choose Your Meta Ads Campaign Objective →

Quality ranking

How people rate your ad compared with other ads shown to the same audience.

Shown as Above average, Average or Below average. It needs about 500+ impressions to mean anything.

Example
An ad with clickbait text gets “Below average – bottom 20%”.
What good looks like
At least Average. Replace Below average ads with a new idea, not just a new headline.

SOP 124: Audit a Meta Ads Account →

Advantage+ campaign budget vs ad set budget (CBO vs ABO)Campaign Budget Optimisation vs Ad set Budget Optimisation

Either one budget at campaign level that Meta shares between ad sets, or a fixed budget per ad set.

Advantage+ campaign budget (once called CBO) lets Meta move money to the ad sets getting the cheapest results. Ad set budget (often called ABO) gives you control over how much each ad set spends, which is useful for fair tests.

Example
A Kochi furniture brand uses ₹5,000/day campaign budget across 3 ad sets; Meta spends ₹3,800 on the one that works. For a creative test they use ad set budgets of ₹1,000 each.
What good looks like
Starting rule: ad set budgets for structured tests, campaign budget for scaling proven ad sets.
Common mistake
Putting a tiny remarketing ad set and a huge prospecting ad set in one campaign budget, so remarketing gets almost nothing.

SOP 069: Structure Your Meta Ads Account →SOP 036: Calculate a Meta Ads Budget from a Revenue Goal →

Meta bid strategies

How you tell Meta to spend: Highest volume, Cost per result goal, Bid cap or ROAS goal.

Highest volume (the default) gets as many results as possible for the budget. Cost per result goal (once cost cap) tries to keep the average cost near your number. Bid cap sets the maximum bid in each auction. ROAS goal (once minimum ROAS) aims for a return on purchase value.

Example
A Trivandrum coaching centre starts on Highest volume, sees CPL settle at ₹300, then tries a Cost per result goal of ₹320 to scale without costs drifting.
What good looks like
Starting rule: start on Highest volume until you have stable data; add a goal or cap only when you know a realistic number.
Common mistake
Setting a cost per result goal far below the real cost, so the campaign barely spends.

SOP 016: Launch a Meta Ads Campaign, Start to Finish →SOP 036: Calculate a Meta Ads Budget from a Revenue Goal →

Advantage+ sales campaign

Meta’s highly automated Sales campaign setup (formerly Advantage+ shopping campaign, ASC).

You give Meta the budget, creatives and a conversion event; it handles audience, placements and much of the delivery. You can tell it how much to spend on existing customers using customer lists.

Example
A Kerala saree e-store runs one Advantage+ sales campaign with 20 creatives and caps spend on existing customers at 20% of budget.
What good looks like
Starting rule: needs reliable Purchase tracking (pixel + CAPI) and a steady flow of new creatives.
Common mistake
Not adding customer lists, so Meta spends most of the budget re-selling to people who already buy from you.

SOP 016: Launch a Meta Ads Campaign, Start to Finish →SOP 070: Choose Your Meta Ads Campaign Objective →

Advantage+ catalog ads (catalog)

Ads that automatically show products from your product catalog to the people most likely to buy them (formerly dynamic product ads, DPA).

A catalog is a list of products with ID, title, price, image, link and stock, kept in Commerce Manager and fed from Shopify, WooCommerce or a file. When the pixel sends the same product IDs (content_ids), Meta can show each person the items they viewed or similar ones.

Example
A visitor looks at a ₹2,499 kurta on a Kochi fashion site; next day she sees an ad carousel with that kurta and 3 similar ones.
What good looks like
Starting rule: catalog diagnostics with no errors and pixel content_ids matching catalog IDs.
Common mistake
A catalog that updates once a week, so ads keep showing sold-out products at old prices.

SOP 007: Set Up a Cart-Abandonment Retargeting Campaign on Meta →SOP 017: Set Up Meta Ads Conversion Tracking →

Creative fatigue

When an ad has been seen so often that people stop reacting and costs rise.

The signs are rising frequency, falling CTR and rising cost per result on an ad that used to work. Meta may flag it in the ad’s delivery column. The fix is a new idea, not a small edit.

Example
A Kozhikode restaurant’s Onam offer reel: week 1 CPL ₹90 at frequency 1.6; week 3 CPL ₹210 at frequency 4.2. Time for new creatives.
What good looks like
Starting rule: plan fresh creatives every 2–4 weeks for small audiences, and keep several genuinely different ads live.
Common mistake
Changing only the headline colour and calling it a new creative.

SOP 124: Audit a Meta Ads Account →

Hook rate (thumb-stop ratio) and hold rate

Hook rate shows how many people stopped scrolling for your video; hold rate shows how many kept watching.

These are custom metrics you build in Ads Manager columns. A weak hook rate means the first 1–3 seconds aren’t stopping people; a weak hold rate means the middle loses them.

Hook rate = 3-second video plays ÷ impressions × 100. Hold rate = ThruPlays ÷ 3-second video plays × 100

Example
A reel for a Thrissur coaching centre: 40,000 impressions, 12,000 3-second plays (hook rate 30%), 2,400 ThruPlays (hold rate 20%).
What good looks like
Starting rule: aim for a hook rate around 25–30% or higher, and compare hold rates between your own videos.
Common mistake
Opening every video with a 3-second logo animation, which kills the hook rate.

SOP 124: Audit a Meta Ads Account →

UGCUser-Generated Content

Photos, videos or reviews made by real customers (or creators in that style) rather than by the brand.

UGC feels native in feeds and builds trust. Many brands now pay creators to make UGC-style ads. You need written permission to use someone’s content in ads.

Example
A Kochi skincare brand runs a selfie video of a customer explaining, in Malayalam, how her skin changed in 4 weeks.
Common mistake
Using a customer’s Instagram post in ads without permission, or making claims in UGC the brand itself could not legally make.

Partnership ads

Ads run from a creator’s or partner’s handle together with your brand’s, with both names on the ad.

They were once called branded content ads. The creator gives permission (often with a partnership ad code), and you pay to promote the post. People often trust the creator more than the brand.

Example
A Malayalam food vlogger posts a review of a new Kochi café; the café runs it as a partnership ad to people within 10 km.
What good looks like
Starting rule: test partnership ads against the same message from your own handle.
Common mistake
Forgetting the paid-partnership label, which breaks Meta policy and ASCI influencer guidelines in India.

Click-to-WhatsApp ads

Facebook or Instagram ads whose button opens a WhatsApp chat with the business.

Very popular in Kerala because people prefer to chat than fill forms. You choose WhatsApp as the conversion location. With the WhatsApp Business Platform, messages in the window after someone clicks the ad are free for a limited time.

Example
A Kottayam real-estate developer runs a reel with “Chat on WhatsApp”; the chat opens with a pre-filled “Hi, I want the 2BHK price list”.
What good looks like
Starting rule: reply in minutes, use a greeting with quick-reply options, and track chats that become site visits or bookings.
Common mistake
Counting “conversations started” as leads, when many people send “Hi” and never answer again.

SOP 070: Choose Your Meta Ads Campaign Objective →SOP 016: Launch a Meta Ads Campaign, Start to Finish →

Meta Ad Library

Meta’s free public search of ads running on Facebook, Instagram, Messenger and other Meta apps.

Search any Page to see its active ads, start dates and formats. Ads about politics and social issues show spend and reach too. It is the quickest way to study competitors’ offers.

Example
Searching three Kochi IELTS centres shows one has run the same “Band 7 guarantee” reel for 120 days: a sign it works for them.
Common mistake
Copying a competitor’s ad word for word instead of learning the angle and making your own.

SOP 075: Plan Your Meta Ads Campaigns →

Placements

Where your ads appear: Facebook and Instagram feeds, Stories, Reels, Messenger, Threads, Audience Network and more.

Advantage+ placements (the default) lets Meta choose where results are cheapest. Manual placements let you choose. Each placement needs the right size: 9:16 for Stories and Reels, 4:5 or 1:1 for feeds.

Example
A Calicut clinic uses Advantage+ placements but supplies a 9:16 video and a 4:5 image so each placement looks right.
What good looks like
Starting rule: keep Advantage+ placements on; exclude a placement only after its leads prove poor in the CRM.
Common mistake
Uploading only a square image, so Stories show it with ugly blank bars.

SOP 074: Select Your Meta Ads Targeting →

Andromeda

Meta’s AI system that picks which ads, out of millions, could be shown to each person.

Since Andromeda rolled out (2024–2025), the creative itself does more of the targeting. Meta treats very similar ads as near-copies, so variety in idea, format, person and angle matters more than tiny tweaks.

Example
A Kochi edtech brand replaces 10 near-identical statics with 6 different concepts (testimonial, founder talk, myth-buster, offer, demo, meme) and cost per lead falls.
What good looks like
Starting rule: fewer, broader ad sets with several genuinely different creatives in each.
Common mistake
Splitting budget across 15 narrow interest ad sets with the same ad, which starves every ad set of data.

SOP 069: Structure Your Meta Ads Account →SOP 074: Select Your Meta Ads Targeting →

Account Quality (ad account restriction)

Meta’s page that shows policy problems, rejected ads and restrictions on your accounts.

If ads keep breaking policy, or a login looks suspicious, Meta can limit spend, restrict the ad account or disable the person’s ability to advertise. Account Quality is where you see why and request a review.

Example
A Kochi weight-loss clinic’s ads with before-and-after photos are rejected repeatedly; the ad account is restricted until a review succeeds.
What good looks like
Starting rule: two-factor authentication on every admin, a verified business, and fix rejected ads instead of reposting them.
Common mistake
Creating new ad accounts to get around a restriction, which often leads to the whole business portfolio being disabled.

SOP 124: Audit a Meta Ads Account →SOP 010: Set Up a Meta Ads Account →

Budget pacing

How Meta spreads your budget over a day or week, including spending more on good days.

With a daily budget Meta may spend up to 75% more than the daily amount on a day with better opportunities, but no more than 7× the daily budget over a calendar week. Lifetime budgets spread over the whole schedule.

Example
A ₹2,000 daily budget spends ₹3,300 on Saturday and ₹1,200 on Monday; the week still totals under ₹14,000.
What good looks like
Starting rule: judge spend weekly, not daily.
Common mistake
Panicking over one high-spend day and cutting the budget, which can restart the learning phase.

SOP 036: Calculate a Meta Ads Budget from a Revenue Goal →

Conversion leads optimisation

A Leads performance goal where Meta optimises for leads that become customers, using stages you send back from your CRM.

You connect your CRM through the Conversions API and report lead stages (for example qualified, booked, enrolled). Meta then looks for more people like those who reach the deeper stages, not just form fillers.

Example
A Trivandrum nursing-abroad agency sends “Qualified” and “Enrolled” from LeadSquared to Meta; after a month, cost per qualified lead falls while CPL rises a little.
What good looks like
Starting rule: reliable, timely CRM updates and enough deeper-stage events each week before switching.
Common mistake
Switching on the goal with a CRM nobody updates, so Meta learns from almost no signal.

SOP 017: Set Up Meta Ads Conversion Tracking →

Tracking & analytics

GTMGoogle Tag Manager

A free tool that puts tracking codes (tags) on your website without editing the site each time.

Install GTM once; after that you add GA4, Meta Pixel and Google Ads tags from GTM. Nothing goes live until you click Submit and Publish.

Example
Adding the Meta Pixel in GTM in 5 minutes instead of asking the developer.

Read the full guide →

SOP 004: Add Google Tag Manager to Your Website →

Tag, trigger, variable

In GTM: the tag is what runs, the trigger is when it runs, the variable is the detail it uses.

Think of it as a sentence: “Send a Lead to Meta (tag) when the thank-you page loads (trigger), using the page URL (variable).”

Example
Tag: Meta – Lead. Trigger: Page View, URL contains /thank-you-enquiry. Variable: Page URL.

SOP 017: Set Up Meta Ads Conversion Tracking →

GA4Google Analytics 4

Google’s free website analytics: who visits, from where, and what they do.

Ad platforms only report their own clicks. GA4 shows all channels in one place: Google, Meta, Instagram bio, WhatsApp shares, organic search.

Example
GA4 shows that 40% of enquiries came from Google organic, not from ads.

SOP 009: Set Up Google Analytics 4 with Google Tag Manager →

UTM parametersUrchin Tracking Module

Tags added to the end of a link so Analytics knows exactly where a visitor came from.

The main ones are utm_source (where), utm_medium (what type), utm_campaign (which campaign) and utm_content (which ad). Use them on every link you share outside Google Ads.

Example
unlearnacademy.in/?utm_source=instagram&utm_medium=bio&utm_campaign=nov-batch
Common mistake
Putting UTMs in Instagram captions, where links aren’t clickable. Use the bio link or story link sticker.

Free UTM builder →

SOP 073: Name Your Meta Campaigns the Smart Way →SOP 016: Launch a Meta Ads Campaign, Start to Finish →

Attribution model

The rule that decides which ad or channel gets credit when a customer touched several.

Google Ads now offers Data-driven (default, shares credit using your data) and Last click. Different tools use different models, so their numbers never match exactly.

Example
A student saw a YouTube ad, then searched and clicked a Search ad: data-driven splits the credit; last click gives it all to Search.

SOP 025: Google Ads Conversion Tracking: Set It Up with Google Tag Manager →

Sessions and users (GA4)

A session is one visit; a user is the person (really, the browser or device) making visits.

In GA4 a session ends after 30 minutes of inactivity by default. The main user metric is Active users. One person on phone and laptop usually counts as two users unless they log in and you send a user ID.

Example
A student visits the course page in the morning and again at night from the same phone: 1 user, 2 sessions.
Common mistake
Comparing GA4 users with Meta’s reach and expecting them to match; they measure different things.

SOP 009: Set Up Google Analytics 4 with Google Tag Manager →

Engagement rate (engaged session)

The share of sessions where the visitor actually engaged with the site.

GA4 counts a session as engaged if it lasted longer than 10 seconds, had a key event, or had 2 or more page or screen views.

Engagement rate = engaged sessions ÷ sessions × 100

Example
1,000 sessions, 580 engaged. Engagement rate = 58%.
What good looks like
Starting rule: compare channels and landing pages against each other; a paid campaign far below your site average needs a look.
Common mistake
Judging a one-page landing page as bad because people left quickly after submitting the form.

SOP 009: Set Up Google Analytics 4 with Google Tag Manager →

Bounce rate (GA4)

In GA4, the share of sessions that were not engaged.

Old Universal Analytics counted any single-page visit as a bounce. GA4 changed this: bounce rate is simply the opposite of engagement rate, so a 2-minute read of one blog post is not a bounce.

Bounce rate = 100% − engagement rate

Example
Engagement rate 58% means bounce rate 42%.
Common mistake
Comparing a 2026 GA4 bounce rate with an old Universal Analytics report and deciding the site got better.

SOP 009: Set Up Google Analytics 4 with Google Tag Manager →

First-party data

Data you collect directly from your own customers: leads, orders, CRM records, website and app activity.

As browsers block tracking, your own data matters more. It powers CAPI, enhanced conversions, customer lists and offline conversion imports. You must collect it with clear consent.

Example
A Kochi clinic’s list of 6,000 patients with consent for marketing, used to exclude existing patients from new-patient ads.
What good looks like
Starting rule: one clean CRM, consent recorded per contact, and phone numbers in +91 format.
Common mistake
Uploading a bought database to Meta as a custom audience, which breaks Meta’s terms and India’s DPDP law.

SOP 017: Set Up Meta Ads Conversion Tracking →

Cookies (first-party vs third-party)

Small files a browser stores for a website. First-party cookies belong to the site you visit; third-party cookies belong to other domains.

GA4 and the Meta Pixel mainly use first-party cookies on your domain. Safari and Firefox block third-party cookies by default; Chrome still allows them in 2026 after Google dropped its plan to remove them. Both kinds are limited by consent rules.

Example
The _ga cookie on yoursite.in is first-party; a cookie from an ad network’s domain is third-party.
Common mistake
Assuming “third-party cookies are dead” means tracking is impossible, instead of fixing first-party tracking and CAPI.

SOP 004: Add Google Tag Manager to Your Website →

Server-side tagging (sGTM)server-side Google Tag Manager

Sending tracking data first to your own server container, which then forwards it to GA4, Meta and Google Ads.

It runs on a cloud server (Google Cloud or a host such as Stape) on your own subdomain. It can improve data quality, control what each platform receives and support CAPI. It costs money each month and needs setup skill.

Example
A Kerala e-commerce brand sends events to track.yoursite.in; the server passes Purchase to GA4, Google Ads and Meta CAPI.
What good looks like
Starting rule: get the normal web container and consent working first, then move to server-side.
Common mistake
Using server-side tagging to ignore a visitor’s consent choice, which breaks privacy law.

SOP 004: Add Google Tag Manager to Your Website →

Google tag (gtag.js)

Google’s single tracking code that powers GA4 and Google Ads measurement.

One Google tag can serve several destinations, such as a GA4 property (G-…) and a Google Ads account (AW-…). You can install it directly or through Google Tag Manager.

Example
A WordPress site loads one Google tag G-ABC123 that also sends conversions to AW-456789.
Common mistake
Installing the Google tag in the theme and again in GTM, so every page view counts twice.

SOP 009: Set Up Google Analytics 4 with Google Tag Manager →SOP 004: Add Google Tag Manager to Your Website →

CRMCustomer Relationship Management

Software that stores every lead and customer, their status and every call or message.

A CRM (Zoho CRM, HubSpot, LeadSquared and others) is where leads become sales. Connected to Meta and Google, it lets you optimise ads for real customers, not just forms.

Example
A Kochi study-abroad firm logs each lead’s stage (New → Contacted → Counselled → Applied → Visa) in LeadSquared and reports cost per application.
What good looks like
Starting rule: every lead with a source, a stage and a next action date; no leads living only in WhatsApp.
Common mistake
Leads tracked in a shared Excel sheet, so no one can tell which campaign brought paying customers.

SOP 084: Map a Client’s Sales Funnel →

ATTApp Tracking Transparency

Apple’s iPhone prompt (since iOS 14.5, 2021) that asks users whether an app may track them across other apps and websites.

Most people say no, so Meta and other platforms see fewer iPhone conversions and rely more on modelling. It is one reason CAPI and first-party data matter.

Example
After ATT, a Kochi brand with mostly iPhone buyers in the Gulf sees Meta report fewer purchases than Shopify actually records.
Common mistake
Judging iPhone-heavy campaigns only on platform-reported conversions, without checking the store or CRM.

MMMMarketing Mix Modelling

A statistical method that estimates how much each channel adds to sales, using weekly spend and sales data.

MMM doesn’t need cookies or user tracking. It looks at spend, sales, seasons and offers over time. Free open-source tools include Google’s Meridian and Meta’s Robyn. It needs about two years of clean weekly data to be useful.

Example
A Kerala FMCG brand’s MMM suggests TV in the Onam season and YouTube drive more sales than their last-click reports show.
What good looks like
Starting rule: use MMM for big budget splits, and confirm with lift tests.
Common mistake
Running MMM on 6 months of messy data and moving lakhs of rupees based on it.

Looker Studio

Google’s free tool for building dashboards and client reports from GA4, Google Ads, Search Console, Sheets and more.

Connect data sources once and the report updates itself. Meta Ads needs a third-party connector or a Google Sheet as a bridge.

Example
An agency builds one Looker Studio report per client: leads, CPL, cost per qualified lead and top pages, updated daily.
What good looks like
Starting rule: one page with the agreed KPIs at the top; detail on later pages.
Common mistake
Dashboards full of charts no one reads, with the KPI hidden on page 4.

SOP 039: Onboard a New Marketing Client: Welcome Email and Kickoff Call →

GA4 Explorations

GA4’s advanced analysis area: free-form tables, funnels, paths, segments and cohorts.

Explorations answer questions the standard reports can’t, like “which pages do people see before enquiring?”. They only go back as far as your data retention setting allows.

Example
A funnel exploration shows 1,000 course-page visitors → 220 fee-page views → 40 form submits, so the fee page is the leak.
Common mistake
Leaving data retention at 2 months, then finding Explorations can’t show last quarter.

SOP 009: Set Up Google Analytics 4 with Google Tag Manager →

Channel grouping

GA4’s rules that sort traffic into channels like Paid Search, Paid Social, Organic Social, Email and Direct.

GA4 uses utm_source and utm_medium to decide the channel. Wrong or missing UTMs end up in “Unassigned” or the wrong channel. You can create custom channel groups too, such as a WhatsApp channel.

Example
Links tagged utm_medium=paid_social land in Paid Social; links tagged utm_medium=fb_ads may land in Unassigned.
Common mistake
Every campaign using a different medium spelling, so the channel report is useless.

SOP 009: Set Up Google Analytics 4 with Google Tag Manager →SOP 073: Name Your Meta Campaigns the Smart Way →

DPDP Act and Rules 2025Digital Personal Data Protection Act, 2023 and DPDP Rules, 2025

India’s data protection law, which sets rules for collecting and using people’s personal data, including for marketing.

The Rules were notified in November 2025 and most duties apply in phases, about 18 months later. Consent must be free, specific, informed and clear, with a plain notice (it can be in Malayalam) and an easy way to withdraw. Penalties can go up to ₹250 crore.

Example
A Kochi clinic’s lead form adds an unticked checkbox: “I agree to receive WhatsApp updates about appointments and offers”, with a link to the privacy notice.
What good looks like
Starting rule: collect only what you need, record consent, and let people unsubscribe in one step. This is not legal advice; check with a lawyer for your case.
Common mistake
Pre-ticked consent boxes and selling or sharing lead lists, which the law does not allow without proper consent.

SOP 004: Add Google Tag Manager to Your Website →

SEO

Search intent

What the searcher actually wants: to know, to compare, to do, or to go somewhere.

Match the page to the intent. A “how to” search wants a guide; a “near me” search wants a business listing.

Example
“what is seo” = know. “best seo course kerala” = compare. “seo course fees kochi” = do.

SOP 212: Do Keyword Research for Free →

Canonical URL

The one official address of a page when several URLs show the same content.

Set with a <link rel=“canonical”> tag in the page head. It tells Google which version to index and rank, so near-identical URLs don’t split your rankings. Google treats it as a strong hint, not an order: if your redirects, internal links and sitemap point somewhere else, Google may pick a different URL.

Example
yoursite.in/course, yoursite.in/course?utm_source=fb and yoursite.in/course/ all point their canonical to yoursite.in/course. Check it in Search Console → URL Inspection: “User-declared canonical” and “Google-selected canonical” should match.
What good looks like
Every indexable page has a self-referencing canonical, and it matches the URL in your sitemap and internal links. Use a 301 redirect, not a canonical, when the old page should disappear.
Common mistake
Every page’s canonical pointing to the homepage, which tells Google to ignore the other pages. Also common: a canonical pointing to a URL that redirects or is noindex, which sends Google mixed signals.

SOP 208: Check if a Page Is Indexed on Google (URL Inspection) →SOP 218: Audit the On-Page SEO of a Page →

Anchor text

The clickable words of a link.

Descriptive anchors help readers and Google. Exact-match keyword anchors at scale look like spam.

Example
Good: “our guide to GA4 setup”. Risky: “best digital marketing course in Kerala” on 50 sites.

SOP 216: Find and Add Useful Internal Links →

Core Web Vitals

Google’s three page-experience checks: loading (LCP), responsiveness (INP) and stability (CLS).

Measured on real Chrome users over 28 days. Passing them won’t rank a bad page, but failing them hurts good ones.

Example
PageSpeed Insights shows LCP 3.1 s, INP 150 ms, CLS 0.02: only LCP fails.

SOP 058: Speed Up a WordPress Website →

LCPLargest Contentful Paint

How long the biggest thing on screen (usually the hero image or headline) takes to appear.

Slow LCP makes the page feel slow. Compress the hero image, give it fetchpriority=“high” and avoid huge sliders.

Example
A 2.4 MB banner photo makes LCP 4.8 s on 4G; converting it to WebP brings it to 2.1 s.
What good looks like
Under 2.5 seconds.

SOP 058: Speed Up a WordPress Website →SOP 217: Optimise Images for SEO and Speed →

INPInteraction to Next Paint

How fast the page reacts when someone taps or clicks.

Heavy JavaScript (chat widgets, sliders, many plugins) makes taps feel laggy. INP replaced FID in March 2024.

Example
Tapping “Enquire now” takes 600 ms to open the form: poor INP.
What good looks like
Under 200 milliseconds.

SOP 058: Speed Up a WordPress Website →

NAPName, Address, Phone

Your business name, address and phone, written exactly the same everywhere online.

Google trusts a local business more when its details match across the website, Google Business Profile and directories like JustDial and Sulekha.

Example
Use one format: “Unlearn Academy, TC 12/345, Pattom, Thiruvananthapuram 695004, +91 …” everywhere.

SOP 202: Optimise a Google Business Profile →

Keyword research (search volume)

Finding the words people type into Google about your business, and how often they search them.

Search volume is the estimated number of searches a month. Tools disagree, and local Kerala keywords often show tiny numbers that still bring good customers. Group keywords by intent and give each group one page.

Example
For a Kochi interior firm: “interior designers in kochi” (high volume, high competition), “modular kitchen cost kerala” (medium), “small 2bhk interior ideas kerala” (low, easy).
What good looks like
Starting rule: combine a keyword tool, Google’s autocomplete and “People also ask”, and your own Search Console queries.
Common mistake
Targeting only the biggest keyword and ignoring hundreds of specific searches that convert better.

SOP 212: Do Keyword Research for Free →SOP 092: Find a Competitor’s SEO Keywords and Top Pages →

Keyword difficulty

A tool’s 0–100 estimate of how hard it is to rank on page 1 for a keyword.

Each tool (Ahrefs, Semrush, Moz) calculates it differently, mostly from the backlinks of pages already ranking. Google has no such score. Use it to compare keywords, not as a fact.

Example
“digital marketing course” shows difficulty 70; “digital marketing course kollam weekend” shows 8: a better first target for a new site.
Common mistake
Skipping every keyword above 30 even when the ranking pages are weak and off-topic.

SOP 212: Do Keyword Research for Free →

Long-tail keyword

A longer, more specific search with lower volume but clearer intent.

Each one is searched rarely, but together they are most of all searches. They are easier to rank for and often closer to buying.

Example
“ayurvedic hospital for back pain in thrissur with stay” instead of “ayurveda”.
What good looks like
Starting rule: new sites start with long-tail topics they can answer better than anyone.
Common mistake
Making a separate thin page for every tiny variation instead of one strong page that covers them.

SOP 212: Do Keyword Research for Free →SOP 213: Write an SEO Content Brief →

Topic cluster, pillar page and topical authority

A pillar page covers a topic broadly; cluster pages go deep on sub-topics; together they build topical authority.

Topical authority means Google (and AI search) sees your site as a reliable source on a subject because you cover it fully and well. The pillar links to every cluster page and each cluster page links back.

Example
Pillar: “Study in Germany from Kerala”. Clusters: costs in ₹, blocked account, APS certificate, German language levels, part-time jobs. All link to each other.
What good looks like
Starting rule: finish one cluster properly before starting the next.
Common mistake
Writing 50 unrelated blog posts on trending topics, so the site isn’t known for anything.

SOP 213: Write an SEO Content Brief →SOP 216: Find and Add Useful Internal Links →

Title tag

The page title in the HTML, usually shown as the blue clickable headline in Google.

It is one of the strongest on-page signals and the main thing people read before clicking. Google may rewrite it if it looks spammy or doesn’t match the page.

Example
“Digital Marketing Course in Trivandrum | 12-Week Practical Batch – Unlearn Academy”
What good looks like
Starting rule: unique per page, main keyword near the start, about 50–60 characters so it isn’t cut off.
Common mistake
The same title “Home” or the site name on every page.

SOP 214: Write SEO Titles and Meta Descriptions (Yoast, Rank Math, AIOSEO, SEOPress) →SOP 218: Audit the On-Page SEO of a Page →

Meta description

A short summary of the page that Google may show under the title in results.

It doesn’t directly affect ranking, but a clear one can raise CTR. Google often writes its own snippet from the page when it thinks that matches the search better.

Example
“Hands-on Meta Ads, Google Ads and SEO training in Trivandrum. Weekend and weekday batches. Book a free demo class.”
What good looks like
Starting rule: about 140–160 characters, the benefit, and a reason to click.
Common mistake
Stuffing it with keywords and city names, which Google ignores and readers skip.

SOP 214: Write SEO Titles and Meta Descriptions (Yoast, Rank Math, AIOSEO, SEOPress) →

Headings (H1, H2, H3)

The page’s heading levels: H1 is the main headline, H2s are sections, H3s are sub-sections.

Headings help readers scan and help Google and AI tools understand the structure. One clear H1 per page is the normal practice.

Example
H1: Dental Implants in Kochi. H2: Cost of Implants. H3: Single Tooth vs Full Mouth. H2: Recovery Time.
Common mistake
Using H1 tags for styling big text in several places, while the real headline is plain text.

SOP 215: Structure Headings and Body Content for SEO →

Alt text

A short written description of an image, read by screen readers and used by search engines.

Alt text makes images accessible to blind users and helps Google Images understand them. Describe what is in the picture; skip it for purely decorative images.

Example
alt=“Students practising Google Ads setup in a classroom at Unlearn Academy, Trivandrum”
Common mistake
Alt text like “seo seo course kerala best seo” on every image.

SOP 217: Optimise Images for SEO and Speed →

AI Overviews

Google’s AI-written summaries at the top of many search results, with links to sources.

They are available in India in English, Hindi and other languages. They answer quick questions on the page, which can lower clicks, but being cited as a source can still bring trust and visits.

Example
Search “best time to visit munnar”: an AI Overview answers and links to two travel sites and a Kerala tourism page.
What good looks like
Starting rule: track impressions and clicks per page in Search Console and check which of your pages get cited.
Common mistake
Blaming ranking drops on an algorithm penalty when an AI Overview simply took the clicks.

SOP 211: Investigate a Drop in Google Traffic →SOP 210: Find Pages and Keywords to Improve with Search Console →

AI Mode

Google’s chat-style search tab, where AI answers questions in depth and handles follow-ups, with links.

AI Mode breaks a question into many smaller searches and combines the results. It launched in India in 2025. Its clicks are counted inside Search Console’s normal Web search data, not separately.

Example
“Compare 3-day Wayanad packages for a family of 4 under ₹30,000 with a pool”: AI Mode lists options and links to resort pages.
What good looks like
Starting rule: pages that answer specific, detailed questions clearly, with real prices and facts, have the best chance of being used.
Common mistake
Writing vague “ultimate guides” with no specific facts that an AI could quote.

AEOAnswer Engine Optimisation

Making your content easy for search features and AI assistants to pick up as a direct answer.

AEO is mostly good SEO done well: clear questions as headings, short direct answers, structured data, and trusted authorship. It aims at featured snippets, AI Overviews, voice assistants and chat answers.

Example
A Kochi clinic’s FAQ section answers “How much does teeth whitening cost in Kochi?” in one sentence with a real price range.
What good looks like
Starting rule: one clear question and answer per heading, backed by real facts and an author.
Common mistake
Treating AEO as a separate trick and publishing hundreds of auto-generated Q&A pages.

SOP 215: Structure Headings and Body Content for SEO →SOP 213: Write an SEO Content Brief →

GEOGenerative Engine Optimisation

Improving how often and how well your brand appears in AI-generated answers from ChatGPT, Gemini, Perplexity and Google’s AI features.

AI tools draw on web pages, reviews, forums and news. Being mentioned in trusted places, having clear facts on your own site and being crawlable all help. No one can guarantee an AI will mention you.

Example
Asked “best digital marketing institute in Trivandrum”, an AI tool lists institutes it finds in reviews, local news and comparison articles.
What good looks like
Starting rule: test a fixed set of prompts monthly and record which brands appear.
Common mistake
Selling a client a “guaranteed ChatGPT ranking”, which no one can promise.

llms.txt

A proposed text file at yoursite.in/llms.txt that lists your key pages for AI tools.

It is a community proposal, not an official standard. Google has said it doesn’t use it, and there is no clear proof that it changes AI visibility. It is cheap to add, but it is not a priority.

Example
A simple Markdown file listing the course pages, fee page and contact page with one-line summaries.
Common mistake
Spending a week on llms.txt while key pages are not even indexed.

Zero-click search

A search where the person gets their answer on Google and doesn’t click any result.

Map packs, AI Overviews, weather, phone numbers and answer boxes all cause it. It is why impressions can grow while clicks fall. For local businesses, a call or direction request from the profile is still a win.

Example
Someone searches “Unlearn Academy timings”, sees the hours in the Business Profile and leaves without clicking.
What good looks like
Starting rule: track calls, direction requests and branded searches, not only website clicks.
Common mistake
Reporting falling clicks as failure without checking Business Profile calls and enquiries.

SOP 205: Track Google Business Profile Performance →

Local pack (map pack)

The box of usually three businesses with a map that Google shows for local searches.

It ranks Google Business Profiles by relevance, distance and prominence (reviews, links, how well known you are). It often appears above the normal results.

Example
Search “physiotherapy near me” in Kakkanad: three clinics with stars, distance and a call button.
What good looks like
Starting rule: a complete, verified profile, the right primary category, and a steady flow of genuine reviews.
Common mistake
Adding city keywords to the business name on the profile, which breaks Google’s rules and can get it suspended.

SOP 202: Optimise a Google Business Profile →SOP 203: Get More Google Reviews and Reply to Them →

Google Business Profile

Your free business listing on Google Search and Maps, with address, hours, photos, reviews and posts.

It used to be called Google My Business. For local businesses it is often the most-viewed page about them. It must be verified and kept up to date.

Example
A Kochi bakery’s profile shows opening hours, Onam special photos, 480 reviews and a WhatsApp chat link.
What good looks like
Starting rule: verify, fill every field, add new photos and a post at least monthly, and reply to every review.
Common mistake
Letting a former employee or agency own the profile, so the business can’t edit it.

SOP 201: Create and Verify a Google Business Profile →SOP 202: Optimise a Google Business Profile →SOP 204: Publish Posts on a Google Business Profile →

Local citations

Mentions of your business name, address and phone on other sites like JustDial, Sulekha, IndiaMART or Facebook.

Consistent citations help Google trust your location. Quality and accuracy matter more than quantity.

Example
A Thrissur hospital fixes an old phone number listed on JustDial and Practo so all listings match.
What good looks like
Starting rule: correct NAP on the top 10–15 relevant directories for your industry.
Common mistake
Paying for 500 spammy directory listings.

SOP 202: Optimise a Google Business Profile →

Domain Authority / Domain Rating

Third-party scores (Moz DA, Ahrefs DR, Semrush Authority Score) estimating a site’s link strength.

They are made by SEO tool companies, not Google, and Google doesn’t use them. They are handy for comparing sites or checking a link prospect, but easy to inflate with spam links.

Example
A Kerala news site with DR 65 is a strong link prospect; a random “DR 70” site selling guest posts may be a link farm.
Common mistake
Promising a client “we will raise your DA to 40” as an SEO goal instead of traffic and leads.

SOP 090: Analyse a Competitor’s Backlinks →SOP 012: Get Quality Backlinks with Guest Posting →

301 redirect

A permanent redirect that sends visitors and Google from an old URL to a new one.

Use it when a page moves or two pages merge. It passes most ranking signals to the new URL. A 302 is temporary and is for short-term moves.

Example
yoursite.in/seo-course-2024 is 301-redirected to yoursite.in/seo-course.
What good looks like
Starting rule: map every old URL to its closest new page before a redesign goes live.
Common mistake
Redirecting every old page to the homepage after a redesign, which Google treats like a 404 and traffic drops.

SOP 211: Investigate a Drop in Google Traffic →SOP 209: Find and Fix Page Indexing Issues in Search Console →

404 and soft 404

A 404 says a page doesn’t exist; a soft 404 is a page that looks empty or missing but returns a normal status.

404s for pages that never mattered are fine. Important pages that went 404 should be restored or redirected. Soft 404s (empty category pages, “no results” pages) show in Search Console and waste crawling.

Example
An out-of-stock product page showing “No products found” with a 200 status is reported as a soft 404.
Common mistake
Deleting old blog posts that had backlinks, without redirecting them.

SOP 209: Find and Fix Page Indexing Issues in Search Console →

hreflang

A tag that tells Google which language or country version of a page to show to which users.

Useful when you have separate pages for, say, India and the UAE, or English and Malayalam. Each version must list all versions, including itself, plus an x-default.

Example
en-IN for the India page, en-AE for the Gulf page with AED prices, ml-IN for the Malayalam page.
Common mistake
Adding hreflang only one way, so Google ignores it.

Google Search Console

Google’s free tool that shows how your site performs in Google Search and reports problems.

It shows the searches you appear for, clicks, indexing status, Core Web Vitals, manual actions and security issues. It is the only place to see real Google search data for your site.

Example
Search Console shows a Kochi law firm ranks at position 8 for “divorce lawyer ernakulam” with 2,000 impressions.
What good looks like
Starting rule: verify a Domain property on day one, submit the sitemap and check it weekly.
Common mistake
Never adding it, then having no data when traffic suddenly drops.

SOP 206: Set Up Google Search Console and Verify Your Website →SOP 210: Find Pages and Keywords to Improve with Search Console →

Google spam policies

Google’s rules against tricks such as link schemes, scaled content abuse and site reputation abuse.

Link schemes: buying or swapping links to rank. Scaled content abuse: mass-producing pages (by AI or people) mainly to rank, not to help. Site reputation abuse: a strong site hosting third-party content to exploit its rankings. Breaking them can lead to a manual action or lost rankings.

Example
A Kerala agency publishes 400 AI pages like “best plumber in [every village]”; within months the site drops out of search.
What good looks like
Starting rule: every page should be one you would be happy to show a customer.
Common mistake
Buying “DA 50 guest posts” in bulk, then getting a manual action for unnatural links.

SOP 211: Investigate a Drop in Google Traffic →SOP 012: Get Quality Backlinks with Guest Posting →

Funnels & testing

A/B test

Showing two versions to similar people at the same time to see which performs better.

Change one idea, decide the main metric and the decision rule before you start, and don’t stop early.

Example
Version A headline “Learn digital marketing”; version B “Get job-ready in 12 weeks”. Measure enquiry rate.

SOP 060: Plan, Run and Analyse an A/B Test on Your Website →

MDEMinimum Detectable Effect

The smallest improvement your test is designed to detect.

The smaller the effect you want to detect, the more visitors you need. It decides whether a test is even possible.

Example
3% enquiry rate, 15% relative MDE (to 3.45%): about 24,000 visitors per version.

SOP 060: Plan, Run and Analyse an A/B Test on Your Website →

Speed to lead

How quickly the business contacts a new lead after they enquire.

Leads go cold fast. Calling within 5–10 minutes often converts far better than calling the next day.

Example
Leads called within 10 minutes book demos at 35%; leads called the next day at 12%.
What good looks like
Under 15 minutes during working hours, with a WhatsApp auto-reply after hours.

SOP 084: Map a Client’s Sales Funnel →

CROConversion Rate Optimisation

Improving a page or funnel so more of the same visitors take the action you want.

CRO means finding where people drop off (analytics, heatmaps, recordings, talking to customers), forming a hypothesis, and testing a change. It makes every rupee of ad spend work harder.

Example
A Kochi clinic cuts its form from 9 fields to 4 and adds the doctor’s photo; enquiry rate goes from 2.1% to 3.4% over a month of testing.
What good looks like
Starting rule: fix obvious problems first (speed, mobile layout, broken forms), then test bigger ideas.
Common mistake
Testing button colours on a page that loads in 8 seconds on mobile.

SOP 060: Plan, Run and Analyse an A/B Test on Your Website →SOP 049: Set Up Heatmaps and Session Recordings on Your Website →

CTACall To Action

The instruction or button that tells people what to do next.

A good CTA says exactly what happens when you click and why it is worth it. Each page or ad should have one main CTA.

Example
Weak: “Submit”. Better: “Book my free demo class”. On mobile: a sticky “Chat on WhatsApp” button.
What good looks like
Starting rule: one main CTA, visible without scrolling on mobile, repeated after key sections.
Common mistake
Five different CTAs on one page (call, WhatsApp, form, brochure, newsletter), so people do none.

Value proposition (USP)USP: Unique Selling Proposition

The clear reason a customer should choose you over the alternatives.

A value proposition says who it is for, what result they get and why you are different. The USP is the part only you can claim. It should be provable.

Example
“Practical digital marketing course in Trivandrum: run real ₹ campaigns for local businesses during the course, with placement support.”
Common mistake
“Best quality, best price, best service” — something every competitor also says.

SOP 038: Write a Digital Marketing Proposal for a Client →SOP 075: Plan Your Meta Ads Campaigns →

Offer

What exactly someone gets, at what price and on what terms, when they say yes.

The offer often matters more than the ad. It includes the product, price, bonuses, guarantee, payment options and deadline. A weak offer can’t be saved by good targeting.

Example
“Free scaling + ₹500 off your first cleaning, valid in October” works better for a Kochi dental clinic than “Visit our clinic”.
What good looks like
Starting rule: test offers, not just creatives, and make sure the business can deliver what it promises.
Common mistake
Running a big discount that brings bargain hunters who never return.

SOP 075: Plan Your Meta Ads Campaigns →

Lead magnet

Something useful you give away in return for contact details.

Checklists, price guides, free classes, calculators or webinars. It should attract the people who might later buy, not just anyone who likes free things.

Example
A Kochi study-abroad firm offers “Germany study cost calculator in ₹” in exchange for name, phone and email.
What good looks like
Starting rule: closely linked to what you sell, and delivered instantly (WhatsApp or email).
Common mistake
Giving away a generic e-book, getting thousands of leads and almost no sales.

SOP 084: Map a Client’s Sales Funnel →

Email automation (drip sequence)

A series of emails or messages sent automatically, on a schedule, after someone signs up or takes an action.

Drips nurture leads who aren’t ready yet: welcome, proof, answers to objections, offer. Tools include Mailchimp, Brevo, Zoho Campaigns and HubSpot.

Example
Day 0: welcome and demo link. Day 2: student success story. Day 5: fees and EMI options. Day 8: “Batch starts Monday” reminder.
What good looks like
Starting rule: 4–6 messages, stop the sequence when the lead books or buys.
Common mistake
Sending the same promotional email to everyone daily, so the domain lands in spam.

SOP 084: Map a Client’s Sales Funnel →

Open rate and click rate (email)

Open rate is the share of delivered emails opened; click rate is the share in which someone clicked a link.

Apple Mail Privacy Protection loads emails automatically, so open rates look higher than reality. Click rate is the more reliable signal.

Open rate = unique opens ÷ delivered × 100. Click rate = unique clicks ÷ delivered × 100

Example
2,000 delivered, 700 opens (35%), 60 clicks (3%).
What good looks like
Starting rule: watch click rate and replies, and compare with your own past campaigns.
Common mistake
Choosing subject lines on open rate alone when most opens are from Apple’s automatic loading.

WhatsApp Business API (WhatsApp Business Platform)

Meta’s official system for businesses to send WhatsApp messages at scale, with automation, via a provider.

Unlike the free WhatsApp Business app, it works through providers (such as Interakt, AiSensy or WATI) or Meta’s Cloud API, supports many agents and chatbots, and charges per template message. Marketing messages need prior opt-in and approved templates.

Example
A Kochi coaching centre sends an approved template: “Hi Anu, your free demo class is tomorrow at 10 am. Reply 1 to confirm.”
What good looks like
Starting rule: clear opt-in, useful messages, and an easy way to stop messages.
Common mistake
Blasting promotional templates to old leads; users block the number and quality rating drops, limiting how many messages you can send.

SOP 084: Map a Client’s Sales Funnel →

Landing page vs website

A website serves many visitors and goals; a landing page is built for one audience and one action.

Sending ad traffic to a homepage with menus and many links usually converts worse than a focused landing page that matches the ad. Keep the website for browsing and SEO; use landing pages for campaigns.

Example
A Thrissur hospital sends its knee-replacement ads to a page about that surgery only, with costs, surgeon profile, reviews and one form.
What good looks like
Starting rule: one landing page per offer or audience, with the ad’s headline repeated at the top.
Common mistake
Running every campaign to the homepage and blaming the ads for low conversions.

SOP 060: Plan, Run and Analyse an A/B Test on Your Website →

Social proof

Evidence that other people like your product: reviews, testimonials, numbers, logos, case studies.

People trust what others did more than what a brand says. Specific, real and recent proof works best.

Example
“4.8 ★ from 612 Google reviews” and a 30-second video of a student from Kollam who got a job in Kochi.
What good looks like
Starting rule: place proof next to the CTA and use names, photos and numbers with permission.
Common mistake
Fake reviews or made-up numbers, which break consumer law in India and destroy trust when found out.

SOP 203: Get More Google Reviews and Reply to Them →

Scarcity and urgency (and dark patterns)

Real limits on time or quantity that encourage people to act now, and the fake versions that cross the line.

A genuine deadline or limited seats is fair. Fake countdown timers, invented stock levels or “only 2 left” when it isn’t true are dark patterns. India’s 2023 guidelines on dark patterns from the CCPA (Central Consumer Protection Authority) name false urgency as banned.

Example
Fair: “November batch closes on 15 Nov — 30 seats, 22 booked”. Not fair: a timer that resets every time the page reloads.
What good looks like
Starting rule: use only limits that are true and that you would show a regulator.
Common mistake
A fake timer on a course page that a student screenshots and posts publicly.

Personas

Short profiles of your main customer types, based on real research.

A persona covers who they are, what they want, what worries them and where they look for information. It keeps ads, pages and sales scripts focused. Build them from interviews, CRM data and sales calls, not imagination.

Example
“Gulf-return Rajesh, 38, wants a stable business in Kerala, worries about wasting savings, watches YouTube in Malayalam at night.”
Common mistake
Ten made-up personas no one uses, instead of 2–3 based on real customers.

SOP 039: Onboard a New Marketing Client: Welcome Email and Kickoff Call →

Customer journey

Every step a person takes from first noticing a need to buying and coming back.

Mapping it shows where people find you, what they check and where they get stuck. Real journeys are messy: Instagram, Google reviews, WhatsApp, a call, a visit.

Example
A couple planning a Kochi wedding: sees a reel → checks Google reviews → asks friends → WhatsApps for price → visits the venue → books.
What good looks like
Starting rule: map the journey with real customers and fix the biggest drop-off first.
Common mistake
Planning only for the ad and ignoring the WhatsApp reply time that loses half the leads.

SOP 084: Map a Client’s Sales Funnel →

Growth loop

A cycle where each new customer helps bring the next ones, so growth feeds itself.

Unlike a one-way funnel, a loop reinvests its output: referrals, reviews, user content or profits put back into ads. Strong loops lower CAC over time.

Example
A Kochi café asks every happy customer to review it through a QR code on the bill; more reviews lift its map ranking; more visitors leave more reviews. (Never pay or give freebies for reviews: it breaks Google’s rules.)
Common mistake
Calling a one-off referral offer a “loop” without measuring whether new customers actually refer others.

SOP 203: Get More Google Reviews and Reply to Them →