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> Paid Search & Performance Marketing · DevOpsSchool Trainer

SEM Trainer

Private corporate batches, live online cohorts and 1-on-1 mentoring in paid search and paid social — auction mechanics, account structure, bidding strategy and conversion measurement — taught by a practitioner who runs it in production.

20 years across DevOps, SRE and Security · 10,000+ engineers trained · Trained teams at JPMorgan Chase, Verizon, Nokia and the World Bank

DeliveryOnline · Onsite · Hybrid
FormatsCorporate · 1-on-1 · Cohort
AgendaCustomisable
Batch size8–30 engineers
Engineers we've trained work at
JPMorgan ChaseBank of AmericaWells FargoVerizonNokiaWorld BankGE HealthcareVMwareOracleQualcommMercedes-BenzAirbusDatadogSplunkDeloitteInfosysWiproCapgemini
# who teaches it

Your SEM trainer

Rajesh Kumar

Principal DevOps Engineer & Architect

SRE practiceObservability designIncident response20 years in productionPrincipal / architect roles10,000+ engineers trainedM.Tech BITS Pilani25+ certifications

Rajesh teaches SEM as an auction and measurement discipline rather than a tour of the Google Ads interface: how Ad Rank and Quality Score actually combine bid with expected click-through, ad relevance and landing page experience, why account structure by search intent beats structure by product taxonomy, and how negative keywords and search term review stop automated match types buying the wrong demand. Sessions cover Smart Bidding strategies and the conversion data they depend on, conversion tracking through Google Tag Manager and GA4 with consent handled properly, attribution models and their honest limits, Performance Max and paid social on Meta and LinkedIn, and the reporting that lets a marketing lead defend spend to finance.

Twenty years across DevOps, SRE and Security, in principal and architect roles at PayPay, SoftwareAG, ServiceNow, JDA Software, Intuit, Adobe and others. He has trained engineers at JPMorgan Chase, Verizon, Nokia, the World Bank, VMware, Oracle, Mercedes-Benz and Airbus — more than 10,000 people personally. He teaches what he runs, not what he reads.

One practitioner, not a bench

You are booked with a named engineer, and that is who turns up. Marketplaces and larger providers rotate whoever is free, so the person who sold you the agenda is rarely the person teaching it.

The same trainer is available for the next engagement, which matters when a team builds on what it learned last time.

18,000+certified learners
500+corporate batches delivered
50+countries served
100+certification programmes
# faculty

Who delivers SEM engagements

Your batch is assigned a named trainer before it starts, and that is who teaches it. See the full faculty.

How your SEM trainer is chosen

Engagements are matched on the tool, not the calendar. For SEM that means a trainer who has run it in production — paid search and paid social — auction mechanics, account structure, bidding strategy and conversion measurement — rather than whoever is free that week. You are told who is teaching before you commit, and that person is on the discovery call that shapes the agenda.

Where a batch is large enough to need a second trainer, the pairing is declared up front. The lead trainer stays accountable for the syllabus and the assessment either way.

Rajesh Kumar

Principal DevOps Engineer & Architect

India20 yrsLead trainer

Twenty years across DevOps, SRE and Security in principal and architect roles at PayPay, SoftwareAG, ServiceNow, JDA Software, Intuit, Adobe, IBM/Emptoris, Ness, MindTree and Accenture. He has trained more than 10,000 engineers personally, at organisations including JPMorgan Chase, Verizon, Nokia, the World Bank, VMware, Oracle, Mercedes-Benz and Airbus. He teaches what he runs, not what he reads.

Gaurav Aggarwal

IndiaInstructorCoach

Harsh Mehta

IndiaInstructorCoach

Kapil Gupta

IndiaInstructorCoach

Kunal Jain

IndiaInstructorCoach

Nikhil Gupta

IndiaInstructorCoach

Pranab Kumar

IndiaInstructorCoach

Rohit Ghatol

IndiaInstructorCoach

Amit Agarwal

IndiaInstructorCoach

Anil Kumar

IndiaInstructorCoach

Balachandran Anbalagan

IndiaInstructorCoach

Durga Prasad

IndiaInstructorCoach

# how to engage

Four ways to work with this trainer

Private corporate batch

Teams of 8–30

Custom agenda, your timezone, onsite or online, NDA-friendly.

Request a quote

1-on-1 mentoring

Individual engineers

A private instructor and a curriculum built around your goal.

₹99,999

Live & Interactive cohort

Individuals who want peers

Scheduled batch, max 8 to 10 hours of live instruction.

₹34,999

Self-paced video

Self-starters

Full LMS access — 20+ courses and 50+ tools included.

₹833/mo
# private batches

Private SEM training for your team

A private batch starts with a discovery call. We look at the stack you actually run — the CI system, the cloud, the constraints — and map the agenda onto it, so examples use your topology rather than a generic one.

Delivery is onsite at your premises, live online, or hybrid, scheduled around your release calendar rather than ours. Batches run 8 to 30 engineers.

Every attendee leaves with recordings, slides, lab repositories and a completion certificate. You receive an attendance and assessment report. Invoicing supports PO and GST.

Talk to us about a private SEM batch

What you provide vs what we bring

  • You: the room or the call, and the engineers
  • Us: trainer, agenda, labs, assessment, certificates
  • Labs: we guide your team through provisioning their own free-tier cloud environment — the skill goes with them
# the technology

What is SEM?

SEM — search engine marketing — is the practice of buying visibility on search engine results pages and the surfaces attached to them. In current usage it means paid search: Google Ads, Microsoft Advertising, and the shopping, display, video and demand-generation inventory those platforms sell alongside the search results themselves. It is the paid counterpart to SEO, and the two are complementary rather than substitutes; SEM buys a position immediately and stops the moment the budget stops, while organic ranking accrues slowly and persists.

The core mechanism of SEM is an auction, but not a simple one. When a query is entered, eligible advertisers enter a real-time auction where position and cost are determined by bid combined with a quality assessment of the ad and the landing experience. A higher-quality advertiser can outrank a higher bidder and pay less per click. That single fact reframes the discipline: the lever is rarely the bid on its own, it is relevance across the keyword, the ad copy, the assets and the page the click lands on.

Running SEM well is therefore an account structure and measurement problem more than a creative one. It means grouping keywords by intent rather than by topic, choosing match types deliberately, using negative keywords to stop the auction paying for the wrong queries, writing ads that map to the query and the page, feeding the platform accurate conversion data so automated bidding optimises towards revenue rather than clicks, and reading the results in a way that separates genuine incremental demand from traffic that would have converted anyway.

Why this skill matters now

Paid search moved from manual control to automation, and that changed the job rather than removing it. Smart Bidding, broad match paired with machine learning, Performance Max and asset-based creative mean the platform now decides much of what an account manager used to set by hand. The skill shifted to the inputs: conversion data quality, audience signals, budget allocation, exclusions, and the guardrails that stop automation spending efficiently on the wrong outcome.

Measurement got harder at the same time. Third-party cookie restrictions, browser tracking prevention, consent requirements under GDPR and equivalent regimes, and the move to event-based analytics have all made attribution noisier. Teams that cannot set up server-side conversion tracking, consent mode and offline conversion imports are handing the bidding algorithm bad data and then blaming the algorithm.

Meanwhile the money keeps growing and so does the cost per click in competitive categories. That makes wasted spend visible to finance in a way it was not a decade ago, and it is why organisations increasingly want the capability in-house rather than only at an agency. The people who are hard to hire are the ones who can structure an account, instrument conversions correctly, tell a genuine incrementality result from a correlation, and defend a budget with a number the finance team accepts.

SEM training
# outcomes

What your team can do afterwards

Explain the search auction precisely — Ad Rank, Quality Score components and why the highest bidder does not always win
Build an account structure organised by search intent, with campaign, ad group and keyword decisions you can justify
Run keyword research that separates commercial intent from informational intent, and choose match types deliberately
Control waste with negative keyword lists, search term review and placement exclusions
Write and test ads and assets that align query, ad and landing page, and improve Quality Score measurably
Implement conversion tracking end to end — tags, GA4, enhanced and offline conversions, consent mode — and validate it
Choose and configure bidding strategies against a target CPA, ROAS or budget constraint, and know when automation lacks the data to work
Report on paid performance in terms a finance function accepts, including incrementality and the limits of attribution
# curriculum

8 modules. Live demos in a real lab, not slides.

01Paid search fundamentals and the auctionLive & Interactive5 hrs · 2 assignments · 1 capstone

How the money actually moves. Where paid search sits alongside organic search and paid social, what happens in the milliseconds after a query, and the Ad Rank calculation that determines whether relevance or budget wins — plus the metric definitions everything else in the course depends on.

Topics: Paid versus organic search: what each buys and what each costs · The real-time auction: eligibility, Ad Rank and position · Quality Score components: expected CTR, ad relevance, landing page experience · Why a lower bid can outrank a higher one · Impressions, clicks, CTR, CPC, CPA, ROAS and conversion rate defined precisely · Search, Shopping, Display, Video and Demand Gen inventory compared · Google Ads and Microsoft Advertising: differences that matter · Setting a realistic objective before spending anything

  • Assignments: (1) Calculate Ad Rank for three advertisers and show where the lower bidder wins; (2) Define the single primary conversion action for a real business and defend the choice
  • Capstone: Produce a paid search brief with objective, primary conversion, target CPA or ROAS and a budget rationale
02Keyword research and intentLive & Interactive5 hrs · 2 assignments · 1 capstone

Buying the right demand. Research methods and tools, separating commercial from informational intent, understanding match types as they behave today rather than as they once did, and building the negative keyword discipline that stops an account paying for queries it never wanted.

Topics: Research sources: Keyword Planner, search terms, competitors, internal search · Commercial, transactional, navigational and informational intent · Head terms, long-tail and the cost/volume trade-off · Broad, phrase and exact match as they actually behave now · Close variants and why exact match is not literal · Negative keywords: campaign, ad group and shared list strategy · Search terms report review as a recurring operational task · Estimating volume, competition and realistic cost per click

  • Assignments: (1) Build a keyword set for a real product, classified by intent with an estimated cost per acquisition; (2) Construct a negative keyword list from an actual search terms export
  • Capstone: Deliver a keyword and negative keyword plan with intent classification and forecast spend
03Account structure and campaign setupLive & Interactive5 hrs · 2 assignments · 1 capstone

The architecture decision that determines how manageable an account is in year two. Structuring by intent rather than by product catalogue, campaign settings that quietly waste money, geographic and schedule targeting, and the budget allocation model across campaigns.

Topics: Account, campaign, ad group and keyword hierarchy · Structuring by search intent rather than by product taxonomy · Single-theme ad groups and why they raise relevance · Campaign settings that leak budget: networks, partners, location intent · Geographic, language, device and ad schedule targeting · Budget allocation, shared budgets and pacing · Naming conventions and account hygiene for teams · Account access, permissions and manager accounts

  • Assignments: (1) Restructure a poorly organised account into intent-based campaigns and justify each grouping; (2) Audit a campaign's settings and list every setting that is spending money unintentionally
  • Capstone: Build a complete account structure for a real business with naming, budgets and settings documented
04Ads, assets and landing experienceLive & Interactive5 hrs · 2 assignments · 1 capstone

The half of Quality Score you control directly. Responsive search ads and asset variety, alignment between query, ad and page, ad extensions and their real effect on click-through, landing page relevance and speed, and testing that produces a decision rather than an opinion.

Topics: Responsive search ads: headlines, descriptions and pinning · Asset variety, asset performance ratings and what they mean · Message match between keyword, ad and landing page · Sitelink, callout, structured snippet, call and image assets · Landing page relevance, speed and conversion friction · Ad policies, disapprovals and trademark restrictions · Testing methodology: what to change, how long to wait, how to read it · Creative for Shopping, Display and Video placements

  • Assignments: (1) Write three responsive search ads for one intent and predict which asset combinations will serve; (2) Diagnose a low Quality Score and identify which of the three components is responsible
  • Capstone: Deliver an ad and landing page set with documented message match and a running test plan
05Bidding, budgets and automationLive & Interactive5 hrs · 2 assignments · 1 capstone

Where automation earns its keep and where it fails. Manual bidding as a baseline, the Smart Bidding strategies and the conversion volume each needs, target CPA and target ROAS behaviour, portfolio strategies, seasonality adjustments, and diagnosing an automated strategy that is spending efficiently towards the wrong thing.

Topics: Manual CPC and enhanced CPC as a baseline · Maximise clicks, maximise conversions, target CPA and target ROAS · Conversion volume thresholds and the learning period · Portfolio bid strategies and shared budgets · Seasonality adjustments and data exclusions · Bid adjustments by device, location, audience and schedule · Impression share, lost impression share and where growth actually exists · Diagnosing automation optimising towards the wrong conversion

  • Assignments: (1) Migrate a manual campaign to target CPA and document the learning-period expectations; (2) Diagnose an account whose ROAS looks excellent but whose revenue has not moved
  • Capstone: Deliver a bidding strategy per campaign with thresholds, guardrails and a review cadence
06Audiences, remarketing and campaign types beyond searchLive & Interactive5 hrs · 2 assignments · 1 capstone

Buying demand that is not currently typing a query. Audience segments and first-party data, remarketing and customer match, Shopping and the merchant feed, Performance Max and its limited controls, Display, Video and Demand Gen — and how each one should and should not be measured.

Topics: Audience types: in-market, affinity, custom, similar and first-party · Remarketing lists, audience segmentation and recency · Customer Match and first-party data onboarding · Shopping campaigns, Merchant Center and feed quality · Performance Max: what it controls and what you still can · Display targeting, placement exclusions and brand safety · YouTube and video campaign objectives · Preventing cannibalisation between brand, generic and Performance Max

  • Assignments: (1) Build a remarketing audience strategy segmented by recency and page depth; (2) Set up exclusions that stop Performance Max absorbing existing brand traffic
  • Capstone: Deliver a multi-campaign-type plan with clear roles, exclusions and separate measurement per type
07Conversion tracking, analytics and attributionLive & Interactive5 hrs · 2 assignments · 1 capstone

The foundation everything automated depends on. Tag implementation through a tag manager, GA4 events and conversion imports, enhanced conversions and server-side tagging, offline conversion imports for lead businesses, consent mode, and an honest treatment of what attribution models can and cannot tell you.

Topics: Conversion actions, values, counting and attribution windows · Google Tag Manager implementation and debugging · GA4 events, key events and importing them into the ads platform · Enhanced conversions and server-side tagging · Offline conversion imports for lead-generation businesses · Consent mode, GDPR and modelled conversions · Attribution models and their limits: last click, data-driven, position based · Cross-device, cross-domain and app measurement gaps · Validating that tracking is correct before trusting a single report

  • Assignments: (1) Implement and validate a conversion action end to end, including a deliberate failure case; (2) Set up offline conversion import mapping a CRM stage back to a click
  • Capstone: Deliver a measurement implementation with validated conversions, consent handling and documented attribution assumptions
08Optimisation, paid social and reporting to the businessLive & Interactive5 hrs · 2 assignments · 1 capstone

Running the account as an operation. A weekly and monthly optimisation routine, scaling what works, extending into Meta and LinkedIn paid campaigns where the objectives differ, incrementality testing, and reporting in terms a finance function will accept.

Topics: A weekly and monthly optimisation checklist that actually gets done · Scaling: budget, geography, match type and campaign expansion · Meta advertising: objectives, awareness through conversion, audience targeting · LinkedIn advertising: objectives, ad formats, audience targeting and cost reality · Ad format and dimension requirements across platforms · Incrementality testing and geo holdouts · Budget forecasting and marginal return · Dashboards and reporting for marketing, sales and finance audiences · Working with an agency: what to delegate and what to keep

  • Assignments: (1) Build a weekly optimisation checklist and run it against a live or sample account; (2) Design a geo holdout test that would prove or disprove incrementality for brand search
  • Capstone: Deliver a full account review with prioritised optimisations, a scaling plan and a board-ready performance report

Need this mapped to your stack?

We rebuild the agenda around the tools you actually run.

Request a custom agenda
# hands-on

Labs and capstones your engineers actually build

LAB · AUCTION

Where the lower bid wins

Work through Ad Rank calculations for competing advertisers and demonstrate exactly how relevance beats budget, then diagnose a real low Quality Score.

ad rankquality scoreauction
LAB · STRUCTURE

Rebuild the account by intent

Take a sprawling account organised by product catalogue and restructure it around search intent, with settings audited for silent budget leaks.

account structurecampaignssettings
LAB · WASTE

Read the search terms, stop the bleed

Work a real search terms export into a layered negative keyword strategy and quantify the spend the exclusions would have saved.

negative keywordsmatch typessearch terms
LAB · MEASUREMENT

Conversion tracking you can trust

Implement a conversion action through a tag manager, validate it, break it deliberately and prove you can detect the failure before a report does.

gtmga4conversions
LAB · BIDDING

Great ROAS, flat revenue

Diagnose an account where automated bidding is optimising efficiently towards the wrong conversion, and fix the inputs rather than the strategy.

smart biddingtarget roasdiagnosis
CAPSTONE · ACCOUNT

Full account build and business case

Deliver a complete paid account — structure, keywords, ads, bidding, tracking — plus an incrementality test design and a report finance would accept.

strategyincrementalityreporting
# ecosystem

The tools SEM sits next to

Google Ads
Microsoft Advertising
Google Analytics 4
Google Tag Manager
Google Merchant Center
Meta Ads Manager
LinkedIn Campaign Manager
Looker Studio
Google Search Console
Semrush
Google Keyword Planner
HubSpot

Who this is for

  • Digital marketers taking paid search in-house from an agency
  • Performance marketing specialists who want depth in bidding and measurement
  • Marketing managers accountable for paid budget and its reported return
  • Ecommerce teams running Shopping and Performance Max campaigns
  • Demand generation and B2B marketers running paid search and LinkedIn together
  • Analytics and web teams implementing conversion tracking for marketing

Pre-requisites

  • Comfortable working in a browser-based platform with reports, filters and exports
  • Basic spreadsheet skills — filtering, pivot tables and simple formulas
  • Understanding of your organisation's sales funnel and what counts as a conversion
  • Access to an advertising account, or willingness to create one with a small live budget for labs
  • Ability to add or request a tracking tag on a website you control
# pricing

Straightforward pricing

Every plan includes 1 year of full LMS access — not just this course, the entire DevOpsSchool LMS: 20+ courses, 50+ tools, videos, quizzes, assignments and projects.

Self-paced video

₹833/mo

Billed yearly at ₹9,996

Enroll now

1-on-1 mentorship

₹99,999

Full program, private instructor

Enroll 1-on-1

Corporate / private batch

8–30 engineers · custom agenda · onsite or online · PO and GST invoicing

Get a custom quote

Refunds. If we cancel or postpone a cohort, you get a full refund within 15 days. There is no money-back guarantee otherwise.

Terms. Course material remains licensed to the attendee. Read the terms.

Your data. We don't share it with third parties. Privacy policy.

Every attendee gets a verifiable certificate

  • Issued per attendee on completion
  • Verifiable at devopsschool.com/certificates
  • Hard copy available on request
  • Corporate batches receive an attendance and assessment report
DevOpsSchool

SEM Training

Certificate of completion

# feedback

What engineers say

4.4 / 5 from 26 reviews on Trustpilot.

★★★★★
My experience with the AIOps training was positive. The course covered important topics in a structured way, and Rajesh Kumar explained the concepts patiently. I found the practical aspects particularly helpful because they made the technical content easier to understand.
AARTI KUMARI · Trustpilot
★★★★★
I was looking to improve my understanding of AIOps, and this training helped me achieve that goal. Rajesh Kumar explained the subject in a structured and practical manner. The sessions on different AIOps concepts were informative.
Sonali Tiwari · Trustpilot
★★★★★
I recently did a SRE Session with Rajesh Kumar from DevOps School and the session was great. Right from 1st day till day 15, we had a very interactive session. Rajesh clarified our doubts and the tool demos were excellent without any hiccups. He simplified the concepts while sticking to the content with a fine balance between theory and practice. Am convinced he is one of the best trainers for SRE & DevOps concepts.
chandrasekaran j · Trustpilot
★★★★★
The Rundeck developer session was excellent and highly engaging. I appreciated how well the session was structured, with the theoretical concepts explained clearly and in simple terms. What stood out most to me was the demo — it was both informative and enjoyable. I especially liked how Rajesh walked us through not only the happy path but also the sad path, showcasing common issues and sharing practical troubleshooting tips.
Raimy Roy · Trustpilot
★★★★★
Rajesh's experience and knowledge are exceptional and we learnt invaluable practical knowledge which we can apply in our production environment. Incredibly friendly and gave us a fantastic insight both in-depth and at a high level of the Rundeck product.
Fire Titan · Trustpilot
★★★★★
Great learning experience from a very knowledgeable instructor with well-prepared course notes. The lab exercises on AWS instance work well to learn the hands-on side of the course.
Ando Gg · Trustpilot
# comparison

Why a named practitioner beats a marketplace listing

What mattersYouTube + blogsGeneric online courseFreelance marketplaceDevOpsSchool
Named practitionerNoRarelyVaries per bookingYes — same trainer each time
Production experienceUnknownUnknownUnverified20 years, named employers
Custom agendaNoNoSometimesBuilt from your stack
Onsite deliveryNoNoSometimesYes
Lab environmentNoneSandbox that expiresVariesYour own cloud — skill goes with you
AssessmentNoneQuizRarelyAssignments + capstone per module
Per-attendee certificatesNoSometimesRarelyYes
Corporate invoicingNoLimitedVariesPO and GST
Post-training supportNoneForum, time-limitedNoneLifetime forum access
# questions

Frequently asked

How is this different from your SEO training?
Completely different discipline. SEM is paid — auction mechanics, account structure, bidding, ad creative and conversion measurement, where visibility stops when the budget stops. SEO is organic — technical crawlability, content, Core Web Vitals and structured data, where results accrue slowly and persist. Many teams take both, in that order.
Do we need a live advertising budget for the labs?
A small one helps considerably. Structure, keyword research, ad writing and tracking implementation can all be done without spend, but bidding behaviour and search term review are much more real with even a modest live budget. We advise on a safe test budget during setup.
Is this Google Ads only?
Google Ads is the backbone because it holds the largest share and the deepest feature set, with Microsoft Advertising differences called out. Meta and LinkedIn paid campaigns have their own module, and a private batch can re-weight towards whichever platform carries your spend.
Automation runs most of the account now. Is manual skill still relevant?
The manual levers shrank; the judgement did not. Automation optimises towards whatever conversion data you feed it, within the structure and exclusions you set. Most underperforming accounts we review have working automation pointed at a badly defined conversion.
Can the agenda be customised for our stack?
Yes — that is the normal case for a private batch. We look at your platforms, spend level, sales cycle, CRM and analytics setup, and rebuild the modules around them. Ecommerce and long-cycle B2B produce very different agendas.
Do you cover tracking and analytics implementation?
Yes, as a full module. Tag manager implementation, GA4 events and imports, enhanced conversions, server-side tagging, offline conversion imports and consent mode — plus validating that the whole chain works before trusting any report.
Do you deliver onsite?
Yes. Private batches run onsite at your premises, live online, or hybrid. You provide the room and the engineers; we bring the trainer, agenda, labs, assessment and certificates.
How long does a private SEM batch take?
Typically two to three days. Auction mechanics, keyword strategy, structure and ads take two days; adding measurement implementation, paid social and incrementality testing brings it to three.
What lab environment do we need?
Attendees use their own advertising and analytics accounts, or create free ones, and we walk them through it. We deliberately do not hand out temporary sandboxes, because the account they build is the one they keep working in.
What size are batches?
Private corporate batches run 8 to 30 people. Public Live & Interactive cohorts are capped at 10 so everyone gets time with the trainer.
Do attendees get a certificate?
Yes — every attendee receives a completion certificate, verifiable at devopsschool.com/certificates. Corporate batches also receive an attendance and assessment report.
What is your refund position?
If we cancel or postpone a cohort, you receive a full refund within 15 days. There is no general money-back guarantee, and GST and gateway fees are not refunded.

Still deciding?

Tell us the team, the stack and the timeline. You'll get a straight answer, not a sales sequence.

Talk to an advisor
# ready when you are

Book a SEM trainer — or ask a question first.

  • No spam, no drip sequence
  • Syllabus in 60 seconds
  • A human reply within one business day

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