Excel pivot table best practices for search marketers

In 7 useful Excel formulas and functions for PPC, I shared tips to quickly identify high-impact PPC optimizations that will move the needle for your brand or client.

I am a firm believer in an analytical approach to search marketing. My “weapon of choice” for manipulating search data is Excel and one of my favorite features of the platform is pivot tables.

In this article, I’ll highlight a use case you might not be familiar with, along with some tips and shortcuts to enhance your pivot table skills. 

Unique use case: Using pivot tables to QA bulk sheets

If you’ve come across pivot tables in your search marketing career, I’d expect it was likely in a performance report. However, they can be leveraged in creative, non-analytical ways.

One such approach I am a particularly big fan of is using pivot tables to QA bulk sheets.

Might be a given, but you need to build your bulk sheet before you can use this technique. I won’t cover bulk sheet tips in this article (just one teaser: the concatenate function could come in handy), but one step I’ll recommend for your QA is to compile a summary of the elements you expect to be included in your bulk sheet. 

I generally build a table in the first sheet of my workbook, such as the one that you see below. For the sake of this example, there are two things I want to highlight.

  • First is that there will be exactly 5 keywords in each ad group.
  • Secondly, Ad Group #1 across all campaigns drives to the final URL with Page=A, Ad Group #2 drives to page=B, and Ad Group #3 will click to page=C. 

In the screenshot, you’ll notice I included the formula bar, which contains a formula for how to count distinct values in a data set.

Rather than discuss the nuts and bolts of how it works, just know that the referenced cells (D4:D18 in this example) need to be identical across the match functions and you should get the correct results. 

Bulk Summary Table.png

Once you’ve built out your bulk sheet, it’s time to create the pivot table.

The key here is to make sure you are highlighting all rows/columns that comprise the bulk sheet before you create the pivot table.

Now that we have our pivot table created, we can use the count feature to ensure that the bulk sheet is accurately created.

When you drag non-numeric fields into the Values area, the output will automatically become a count, instead of a sum. It’s important to note that the pivot table will not reflect just the unique values.

This is illustrated in the example below, where you can see that the count of all campaign elements is 75, which reflects the total number of keywords we expect in the bulk sheet. 

Pivot vs Summary Table

It’s important to recognize this, as it has an impact on how you should design your pivot table for accurate QA.

The best practice I recommend is to focus the count on the most granular element of the campaign. Move the campaigns and ad groups to the Rows area of the pivot table.

One final transformation to make, which is more stylistic than anything. If you right-click on the Campaigns field and navigate to field settings, you can adjust the view of your pivot table.

By making the selections highlighted in the view below, you can make the pivot table less vertical. 

The screenshot below shows the differences in pivot table formats, with the corresponding field settings underneath.

Again, more of a stylistic tip than anything; however, this will format the pivot table in a way that is more friendly for copy/pasting into the Editor.

Differing Pivot Formats

With these pivot table views, we’ve completed the first part of our QA. We’ve also confirmed that we have 5 keywords in each of the 15 ad groups.

If you wanted to audit the keyword text for accuracy, you would just move Keywords into the rows column below Campaign and Ad Group. 

In the second part of our QA, we want to make sure that the ad groups in each campaign are driving to the correct landing page.

One of the beautiful things about pivot tables is that there are multiple ways to get to the same conclusion.

Below I’ve highlighted two ways you can use pivot tables to confirm we’ve trafficked the bulk sheet correctly.

Options for QA Approach

The first option is similar to how we QA’d the count of keywords in each ad group. All I did was remove Keywords from the pivot table and added Landing Page underneath Ad Groups in the row. This will create a view that’s very easy to compare to our summary table. 

The second option flips things on its head a bit. Since we know that all Ad Group #1s should drive to page=a, we can put Landing Page at the top rows area in our pivot table. By doing this, we will see all the Ad Groups within the bulk sheet that are driving to Page=A. A different view, yet one I would argue is more effective for QA’ing. 

I’m only highlighting a few different views that I like. I challenge you to attempt leveraging a pivot table in your next bulk sheet QA and don’t be confined to the examples I’ve included here.

One of the greatest advantages of pivot tables is their flexibility. Play around and figure out what methods/approaches make the most sense for you. 


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4 tips and tricks for pivot table analysis

To reiterate, the most common way that pivot tables are used in search marketing is for performance-based reporting.

In order to optimize the quality of your analysis, I want to highlight a few key tips.

1. Use custom calculations for maximum accuracy

I can’t stress this one enough. Accuracy is crucial for any analysis you are conducting.

To be honest, I don’t even export data sets with metrics such as CTR, CPC, or CVR, as I am a proponent of creating these as custom fields in the pivot table to ensure these metrics are accurately reflected. 

It is surprisingly easy to create these metrics in a pivot table.

Once you’ve created your pivot table, navigate to the pivot table Analyze menu, go to Fields, Items, & Sets, and finally Calculated Field.

Here, you can name and create custom fields that will automatically update with any changes you make to the filters/contents of the pivot table. 

Although it defaults to a “Sum of” label, you can see in the screenshot it is not a Sum. I typically just find and replace “Sum of” once I’ve finished creating my calculated fields to avoid any confusion. 

To illustrate the difference, I’ve included the average platform CTRs in my dataset in the screenshot below. You can then see how I get to the calculated fields menu and how I create the calculated field. 

Notice how the average of CTRs does not accurately represent the true CTR for this data set. However, our Custom CTR is spot on. (Feel free to check the calculation yourself!)

Custom Fields

2. Pull data at the most granular level 

The beauty of Excel and pivot tables is that it is prepared to handle relatively large data sets (about 1M rows). Pull your data at a keyword or ad level, add segments (i.e., device) and always pull by day if looking at a time period. 

In doing so, you will ensure that you can drill down to the main drivers of impact. Refer to my first Excel article for tips on adding additional filters, such as transforming dates to a weekly view or how VLOOKUP can help create filters.

3. Build reports for the long term 

PivotTable data can be refreshed and updated easily using the refresh feature (see screenshot below). Think about how you can design your report for the long term so that all you need to do is update the back-end data to create an updated view of performance. 

This means maximizing the use of formulas in data manipulation (such as adding filters) and designing the data source in a way that those formulas won’t break when you paste in the updated data. 

While this may seem like a heavy lift upfront, your end goal is a simple button click to refresh your performance report. The squeeze is worth the juice, trust me!

Menu for PivotTable

A quick comment on the difference between Refreshing a pivot table and Changing the Data Source. If you click Refresh, it will update the data within the originally defined data source. 

When you change the data source, you are redefining what rows/columns should be included in the pivot table data.

If you expect the number of rows in the data set to vary over time, I recommend becoming familiar with the Change Data Source option, as this will ensure you have always included all rows/columns in the report. It’s an extra step, but one that ensures your data set is comprehensive.

4. Use shortcuts for pivot tables (PC users)

Last but not least, sharing a handful of shortcuts that have improved my speed when manipulating pivot tables. 

These are a bit more complex, but once you get the hang of it, you’ll be flying around your workbook! For those on a Mac, #1 I’m sorry you’re missing out on Excel for a PC, but #2 your shortcuts are different!

  • Alt + N + V + T: This creates a pivot table
  • Alt + J + T: This opens the pivot table Analyze menu, when your cursor is on a cell within the pivot table. Adding a few keystrokes to the end gets you to commonly used features/menus 
    • Alt + J + T + J + F: This opens the Calculated Fields menu
    • Alt + J + T + F + R: This refreshes the pivot table
    • Alt + J + T + I + D: This allows you to change the data source
    • Alt + J + T + C: This opens up the chart creation menu for the contents of your pivot table
    • Alt + J + T + E + C: This clears the contents of your pivot table 

Improving your Excel skills takes practice

Similar to the functions I covered previously, it is going to take practice and time before you see the efficiency benefits that come with these techniques. However, put in the time now and I can assure you that you will see the payoff.

In addition, I encourage you to not limit yourselves to the applications of pivot tables covered here. As shown in the Bulk Sheet QA example, there are multiple ways to get to the same output. 

PivotTables are incredibly powerful tools that you can use to ensure you have both the 30,000-foot view of performance, as well as the more granular shifts that show your mastery of the funnel.

Use the Calculated Fields to create metrics specific to your business and think about how the QA techniques can be applied to other parts of your role. 

The applications of these techniques are far-reaching.

Want to learn more Excel tips and tricks from me? Sign up for SMX Next. Check out my session on how to level up your analytical skills with Excel, plus you’ll hear from plenty of other amazing speakers. 


Opinions expressed in this article are those of the guest author and not necessarily Search Engine Land. Staff authors are listed here.


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About The Author

Anthony Tedesco

Anthony Tedesco is a search engine marketing professional based in Boston, Massachusetts. He started his career at Red Ventures in Charlotte, North Carolina, where he learned the impact of data-driven performance optimization and full-funnel marketing strategies. He then returned to his native Boston, where he joined DWA/Merkle B2B, working with Fortune 100 brands to maximize the value of their SEM investments. In 2021, Anthony joined the global paid media team at Cisco Systems, Inc., where he orchestrates high-impact tactics at scale and helps solve the complex challenges marketers face in the evolving digital landscape. Anthony is an avid Tar Heel and Boston sports fan. If not watching his favorite teams, he enjoys traveling to New England with family and friends or catching up on old seasons of Survivor.

https://searchengineland.com/excel-pivot-table-best-practices-for-search-marketers-389254




Court Sides With LinkedIn in Data Scraping Lawsuit vs. hiQ Labs

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LinkedIn emerged victorious in a nearly six-year-old lawsuit against hiQ Labs for data scraping.

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Elon Musk Fails to Answer Brands’ Questions in Private Meetings


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In meetings with agency and brand leadership this week, Elon Musk, Twitter’s new owner, has been receptive to concerns about hate speech on the platform while also generally eluding pressing questions about the platform’s future, sources told Adweek.

“Honestly, he seemed a bit all over the place,” said a media buying executive at a large CPG brand, who attended a meeting earlier this week between the company and several brands. The source added that Musk did not answer several questions about his plans for advertising on the platform, including whether tobacco ads would be permissible. 

A second media buyer, who works at a large agency, said a second meeting with the company has been set up to answer more detailed questions that Musk wasn’t able to answer during a meeting earlier in the week.

“He was an active participant and actively listening to concerns of agency leadership about brand safety and what that means for the clients,” said the buyer. “We’re looking for a signal in a lot of noise,” the source said. 

Brands are trying to weigh private conversations with Musk, which have often lacked detail but been respectful, with his public presence on Twitter, where he has been critical of the advertising community. This morning, he tweeted that revenue at Twitter was down because of “activist groups” adding, “we did everything we could to appease advertisers.”

Despite this proclamation, estimates from data analytics firm Pathmatics show Twitter’s U.S. ad revenue has barely budged since Musk’s acquisition. During the first four days of this week, brands spent around $20.29 million on the platform compared to $20.3 million the first four days of last week.

Ebiquity, an ad-tech firm that monitors media spend, told Adweek that nine out of 17 brand advertisers they have contacted this week have instructed their agencies to suspend advertising on Twitter until further notice. Although the company didn’t share the specific brands, some of its clients include Sony, Nestle, Subway and Mazda. 

Some big names have indeed paused spend, including General Mills. But others are still waiting. Our media buyer source says none of their clients are off the platform. Reflecting this reality, CPMs on the platform have not fluctuated dramatically, Avi Ben Zvi, vp of paid social at performance marketing agency Tinuiti said. 

“Until something tangibly, concretely changes, there are a lot of advertisers that are waiting or operating business as usual,” the media buyer source said. 

Adweek contacted Twitter for comment Friday morning, but our emails to a spokesperson bounced back, which may be the result of widespread layoffs. An email to the company Friday afternoon was not returned.

Brands pull eight figures in annual revenue 

A third media buyer source at a large brand said the channel had been a strong performer.

Even before Musk took over and hate speech rapidly increased on the platform, Twitter had struggled with preventing harmful and illegal content, some of it adjacent to ads. In late September, several brands found out they had been inadvertently advertising on accounts peddling child porn, per a report in Reuters. One of those brands, which spends more than $15 million on Twitter, subsequently paused spend on the platform, the third media buyer told Adweek.

The brand was considering returning to the platform recently and had scheduled a meeting this week with the company. But then Twitter abruptly canceled the meeting, souring relations. 

“They just realized all of this was happening and [had] nothing to say,” the source said. 

After this week, with hate speech increasing on the platform and Elon Musk tweeting (and then deleting) an inaccurate story about the attack of Paul Pelosi, the brand isn’t planning to return any time soon.

“It’s a long road of fundamentally making us understand that [Musk] understands what we need from a brand safety standpoint,” the buyer said. “I have zero confidence in that right now.”

The media buying executive from the CPG company also stopped ad spend on Twitter due to a similar incident that also happened a month ago during which ads ran adjacent to predatory accounts. The company’s media spend on Twitter is more than $10 million annually. It’s now shifting budgets to CTV and TikTok.

The company had plans to advertise on Twitter for the upcoming Super Bowl, as it had done in past years, but that’s no longer the case, the source said. 

“Our brand is our most valuable asset, we would not and cannot have them be associated with content that would be hateful or vulgar,” the source said.

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Code and Theory’s Dan Gardner Reveals New Media Company Designed to Help Readers Understand Technology


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LISBON—Code and Theory founder Dan Gardner and Social Media Week founder and chair Toby Daniels, a former Adweek employee, are launching a media company with 28 other founders next year called ON_Discourse.

Together, the founders make up a decentralized autonomous organization, called a DAO. DAOs have no central authority and, as a result, ON_Discourse members all have a stake in the company. Over the last year, the DAO met to discuss and debate emerging technologies’ impact on business. The group hatched a plan to launch ON_Discourse and publish curated, opinionated content for technology-focused business leaders.

The founders predict that readers will value peer-authored insights written to help technologists navigate the complex choices they need to make as emerging tech concepts like Web3 continue to capture the tech industry’s attention. These articles may have headlines such as “Why is no one asking, ‘why blockchain?’” and “Do DAOs suck?”

“The point of those examples is to show that it’s a challenge to the norm of what is being discussed. And the reason we’re able to get these types of topics [is] because we’re in it, building these businesses,” Gardner told Adweek.

At Web Summit in Lisbon, Portugal, Gardner announced the news on the PandaConf stage, where marketers coalesce to watch programming centered around advertising, marketing and its intersection with tech. Gardner believes the publication will fill the role of the all-but-extinct town square. Social media platforms like Twitter, which are theoretically designed to enable discourse, are criticized for stirring up conflict and often referred to as “echo chambers.”

Don’t expect coverage on the ‘next shiny object’

The new publisher wants to help its future readers understand technology’s risks and opportunities. It’s not a news platform, per se, and wants to focus on demystifying complex concepts for readers and offering insights that will influence business decisions.

Current ON_Discourse members hail from varied backgrounds and include DeShone Kizer, former NFL quarterback and founder of One of None, Raashi Rosenberger, head of brand at Meta Quest (formerly Oculus), and Matthew Sweezey, co-founder of Web3 Labs at Salesforce.

Discourse can “broaden perspective, because you’re actually challenging ideas,” Gardner said. “And it can really bring people together.” It flourishes in business environments, said the leader, noting the media landscape fails to reflect that and has become too friendly and palatable. Gardner fears that people automatically view authors—whether they be journalists, bylined executives or anyone else with a platform—”experts” in diagnosing technology trends despite most having no or limited business leadership experience.

Daniels feels similarly.

“Much of the content that’s out there is either written in a way that is designed to promote the next shiny object in technology, or written by people who have not got the decades of experience in building businesses that we think is necessary to be able to put out deep perspectives on really important topics,” Daniels told Adweek.

A membership-driven model that doesn’t yearn for clicks

The publication will not gate its content and will instead derive its revenue from members, who pay for the opportunity to engage in, well, discourse.

“We’re intentionally an incredibly small and highly curated group of people,” Daniels told Adweek.

Daniels declined to disclose membership costs, but confirmed there will be membership tiers that offer different benefits. Prospective members can apply to join when applications become available later this month. For now, founders urge them to sign up for its Daily Discourse newsletter to receive updates on when its membership waitlist will open up.

This isn’t to say that ON_Discourse will eschew digital advertising. It won’t. But it’s not necessarily chasing ad dollars. Instead, it’s focused on adding members that it can engage in conversation. Members will either write, or work with ghostwriters to write, the ON_Discourse content. Those members stand to benefit if ON_Discourse becomes a thought leadership conduit that can elevate their perspectives and expertise while veering far away from publishing the so-called “marketing speak” that fatigues readers.

“We don’t want to chase ‘eyeballs,’” Gardner told Adweek. “We want to chase ‘meaningful’ eyeballs.”

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Musk’s Twitter Layoffs Begin in Effort to Make ‘a More Successful Business’


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Twitter has begun making layoffs, which are set to impact half of its staff globally, with all offices temporarily closed and emails sent to personal addresses of those who are to leave the company.

Since Elon Musk’s $44 billion takeover of the micro-messaging platform was confirmed last week, there have been questions about what policy changes would come, his strategy for the business and what those would mean for advertisers, several of who are already reducing or halting their ad spend on the platform due to uncertainty and a rise in hate speech. Musk’s first major change, however, is to cut the platform’s headcount, currently more than 7,000 staffers, by half.

That process began on the morning of Friday, November 4, through a memo sent to all staff explaining the process of reducing its global headcount.

“This action is unfortunately necessary to ensure the company’s success moving forward,” the memo signed “Twitter” explained.

The memo explained that by 9:00 a.m. Pacific Time Zone all staff members will have received notification through their Twitter email if they still have a job.

In the early hours of Friday morning, staff members from around the world were using the platform to share the news that they were one of those chosen to depart through the hashtag #lovehwhereyouworked.

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The message sent to all staff within Twitter outlining the layoff process

Included among the thousands to reveal their enforced departures using the hashtag #lovewhereyouworked were Jonathan Taylor, head of global strategy and innovation and James Glynn, senior curation lead on News, both based in London. Others include Yash Agarwal, a public policy association and Helen Zhang, communications manager, both based in Singapore.

One of the early executives to leave following Musk’s takeover was concluded was its chief customer officer Sarah Personette, who resigned last Friday and was the platform’s key liaison with advertisers.

Global social media business We Are Social’s U.K. chief executive Jim Coleman described the timing of the cuts as “awful” but suggested it might be what Twitter needs in the long-term.

“The timing, in terms of the World Cup, the U.S. midterms, Cop27 and Christmas, it’s really bizarre that he would do it now, and it feels like the wrong time to do it,” Coleman said. “From an advertiser’s perspective, it’s all about waiting and seeing. There has been no policy change yet, there is just the hint of policy change coming.”

Coleman highlighted the increase in “horrible content” and racist language use that had been reported since Musk’s takeover, an environment advertisers would not want to be associated with. Twitter’s head of safety and integrity Yoel Roth shared that there had been a “surge of hateful content” and that 1,500 accounts had been removed in recent days.

As a result of the rise in hate speech, recorded brands such as General Mills, L’Oreal, Pfizer and General Motors have paused their spend on the platform.

“If you’re in a situation where your ads are turning up next to some of this hateful content you have no choice but to remove them,” Coleman said, adding that advertisers and media buyers were waiting to see what happens with new policies being introduced and a potential subscription strategy on the way which would “make it a better business.”  Coleman added that if Twitter were to introduce a subscription model it would likely become a more brand safe and appealing place for advertisers in the long run.

In July, Twitter reported a decline in its revenue of $1.18 billion for its second quarter, down from $1.19 billion in 2021 earnings, which it blamed on its legal wrangling with Musk during the protracted takeover, which he attempted to pull out of. Macroeconmic headwinds have weighted heavily on tech ad revenues. And while Twitter relies on the vast majority of its revenues from advertisers, the platform is only anticipated to make up 4% of U.S. ad spend this year, per Insider Intelligence. The platform has fallen in its significance to advertisers.

Jake Dubbins, Co-chair of the Conscious Advertising Network and managing director of Media Bounty was damning of the situation and questioned how the platform could retain its membership within the Global Alliance for Responsible Media following recent developments.

“The way people have been treated at Twitter is appalling. Notified on email if you still have a job? A fitting testament to modern day predatory capitalism,” stated Dubbins, questioning the integrity of the platform under its new owner. “Even though content moderation policies have not changed yet, how can Twitter hope to enforce them with such devastating cuts in staff?”

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Snapchat Works Out With Strava

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Snap Inc. teamed up with fitness tracking application Strava on the Strava Activity Lens, an augmented reality experience that enables users of Snapchat and Strava to share their fitness journey with family and friends via the former’s camera.

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TikTok, DoubleVerify Expand Partnership to Post-Campaign Brand Safety, Suitability

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TikTok entered a partnership with DoubleVerify last September to measure viewability and invalid traffic, and the two companies revealed Thursday that the agreement was expanded to include post-campaign brand safety and suitability measurement for advertisers.

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WhatsApp Begins Rolling Out Communities Globally

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Communities are coming to WhatsApp worldwide, after initially being introduced in April, and the feature joins several updates to groups on the Meta-owned messaging application.

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Top 20 US Twitter Advertisers Face Pressure From Interest Groups

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Elon Musk’s first few days as “Chief Twit” have not gone over well with justice organizations and media watchdog groups.

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What Marketers Want from a Twitter Reimagined by Musk

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Brands and agencies are currently mulling whether advertising on Twitter is still worth the potential brand safety risks that come from the new ownership of Elon Musk, a self-described “free speech absolutist.”

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