free counter

21 PPC lessons learned in age machine learning automation

What youre going to read isn’t actually from me. Its a compilation of PPC-specific lessons learned by those that actually do the task each day in this age of machine learning automation.

Before diving in, several notes:

  • They are lessons already learned.
  • Things change (the platforms giveth, taketh, and sometimes just plain change just how campaigns have to be managed).
  • Here are a variety of strategic, tactical, and mindset-approach based lessons.

Lesson 1: Volume is crucial to an automated strategy

Its simple, a machine cannot optimize toward an objective if there isnt enough data to get patterns.

For instance, Google Ads may recommend Maximize Conversions as a bid strategy, However the budget is small (like sub $2,000/mo) and the clicks are costly.

In an incident like this, you need to give it a good Bid strategy goal with the capacity of collecting data to optimize towards.

So an improved option may be to take into account Maximize Clicks or Search Impression Share. In small volume accounts, that may make more sense.

Lesson 2: Proper learning expectations

The main element section of machine learningis the next word: learning.

For a machine to understand what realy works, it must learn what doesnt work.

That part could be agonizing.

When launching a short Responsive Search Ad (RSA), expect the outcomes to underwhelm you. The machine needs data to understand the patterns of what realy works and doesnt.

Its very important to one to set these expectations on your own and your stakeholders. A real-life client example saw the next results:

  • RSA Month 1: 90 conversions at $8 cost per.
  • RSA Month 2: 116 conversions at $5.06 cost per.

As you can plainly see, month two looked greater. Have the correct expectations set!

Lesson 3: Old dogs should try to learn new tricks

A lot of us whove experienced the industry some time werent taught to control ad campaigns the direction they have to be run now. Actually, it was a totally different mindset.

For instance, I was taught to:

  • Think about the ad all together instead of considering individual snippets and the possible combinations and how they could combine to create creative that performs.
  • A/B testing utilizing the Champion/Challenger methodology where in fact the control is definitely the very best performing creative and you could only alter one specific element at the same time otherwise you do not know what actually caused the performance shift. Now, in a high-volume campaign, machine learning may determine that certain assembly of creative snippets performs better for an audience subset while another variation performs better for another one.

Lesson 4: Stick to top of any site changes

Any kind of automation depends on proper inputs. Sometimes what appears to be to become a simple change could do significant harm to a campaign.

Some of these changes include:

  • Change to the URL on a many thanks page
  • Addition of another proactive approach on the squeeze page
  • Plugin or code that messes up page load
  • Addition or removal of a part of the conversion path
  • Replacing the hosted video with a YouTube or Vimeo embed

Those are simply several examples, however they all happened and each of them messed with a live campaign.

Remember, all bets are off when any site change happens without your knowledge!

Lesson 5: Recommendations tab

The very best advice to check out regarding Recommendations will be the following:

  • Take them with a crucial eye. Remember it is a machine that doesnt have the context you do. Supply the recommendations a look.
  • Be cautious where you click! Its an easy task to implement a recommendation, that is great if you don’t make an unintentional click.

Lesson 6: Closely watch Search Impression Share, no matter your goal

Officially thought as the impressions youve received on the Search Network divided by the estimated amount of impressions you’re permitted receive, Search Impression Share is actually a gauge to see you what percentage of the demand you’re showing to compete for.

This isnt to imply Search Impression Share is the single most significant metric. However, you may implement a good bidding rule with Performance Max or Maximize Conversions and doing this may negatively impact other metrics (like Search Impression Share).

That alone isnt wrong. But make certain youre both aware and OK with that.

Lesson 7: Stick to top of changes (to the ad platforms)

Sometimes things change. Its your task to stay together with it. For smart bidding, Target CPA no more exists for new campaigns. Its now merged with Maximize Conversions.

Smart Shopping and Local Campaigns are increasingly being automatically updated to Performance Max between July and September 2022. If youre running these campaigns, the great thing that you can do would be to do the update manually yourself (one click implementation via the recommendations tab in your account).

Thinking about do that?

  • Eliminate any surprises because of a computerized switchover. There probably wouldnt be any, nevertheless, you never know and its own not worth the chance.
  • Reporting will undoubtedly be easier as You’ll pick when it happens so that you can note it properly
  • Theres an over-all reassurance if you are the one to help make the update happen at the same time of one’s choosing.

Lesson 8: Keep separate records of one’s rules

This doesnt have to be complicated. Just use your preferred tool like Evernote, OneNote, Google Docs/Sheets, etc. Are the following for every campaign:

  • The what (goals, smart bidding rules, etc.)
  • Why (Your justification because of this particular setup)

You can find three critical explanations why this can be a good notion:

  • You deserve to have a holiday at some time and the records are ideal for anyone who could be watching your accounts.
  • At some time, youre likely to be questioned on your own approach. Youll get questions like Why, exactly did you arrange it that way? Getting the record easily available can be found in handy.
  • Its ideal for one to remember. Anytime you will get something from your head and properly documented somewhere, its a win!

Lesson 9: Reporting isnt always actionable

Imagine youre establishing a campaign and loading snippets of an ad. Youve got:

  • 3 versions of headline 1
  • 4 versions of headline 2
  • 2 versions of headline 3
  • 3 versions of the initial description
  • 2 versions of the next description
  • The list continues on

Given the aforementioned conditions, do you consider it might be at all beneficial to know which combinations performed best? Would it not assist you to know in case a consistent trend or theme emerges? Wouldnt having that knowledge assist you to develop a lot more effective snippets of an ad to check in the years ahead?

Well, too bad because thats not everything you get at as soon as.

Lesson 10: Bulk upload tools are your friend

In the event that you run a big volume account with plenty of campaigns, then anytime it is possible to provide your inputs in a spreadsheet for a bulk upload you need to take action. Just be sure you execute a quality check of any bulk actions taken.

Menu in Google Ads where Bulk Actions is situated

Lesson 11: ALWAYS automate the mundane tasks

Few things can drag morale down such as a steady blast of mundane tasks. Automate anything you can. That may include:

  • Pausing low performing keyword
  • Pause low performing ads
  • Scheduling
  • Bid adjustments predicated on success metrics (example Maximize Conversions)
  • Bid adjustments to focus on average position
  • Bid adjustments during peak hours
  • Bid to impression share
  • Controlling budgets

Lesson 12: Innovate beyond the default tools

To an outsider, managing an enterprise level PPC campaign appears to be like having one big pile of money to utilize for a few high-volume campaigns. Thats a good vision, however the the truth is often quite different.

For individuals who manage those campaigns, it could feel similar to 30 SMB accounts. You have different regions with several unique sections (each having separate P&Ls).

The budgets are set and you also cannot review it. Period.

Additionally you must ensure campaigns run the complete month which means you cant go out of budget on the 15th.

Below can be an exemplory case of a custom budget tracking report built within Google Data Studio that presents the PPC manager the way the budget is tracking in today’s month:

Lesson 13: 10% rule of experimentation

Devote 10% of one’s management efforts (definitely not budget) to trying something new.

Get one of these beta (should you have usage of it), a fresh smart bidding strategy, new creative snippets, new squeeze page, proactive approach, etc.

Lesson 14: Pin when you yourself have to

In case you are required (for instance by legal, compliance, branding, executives) to always display a particular message in the initial headline, it is possible to place a pin that may only insert your selected copy for the reason that spot as the remainder of the ad will work as an average RSA.

Obviously in the event that you pin everything, then your ad is not any longer responsive. However, it has its place when you gotta pin, you gotta pin!

Lesson 15: The garbage in, garbage out (GIGO) rule applies

Its simple: The ad platform will perform the heavy lifting to check to find the best possible ad snippet combinations submitted by one to achieve a target defined by you.

The platform can either perform that heavy lifting for the best mix of well-crafted ad snippets or garbage ones.

Important thing, an RSA doesnt negate the necessity for skilled ad copywriting.

Lesson 16: Educate legal, compliance, & branding teams in highly regulated industries

If youve managed campaigns for a business in an extremely regulated industry (healthcare, finance, insurance, education, etc.) you understand about the legal/compliance review and frustrations that may mount.

Remember, you have your objectives (produce campaigns that perform) plus they have theirs (to help keep the business out of trouble).

With regards to RSA campaigns, do yourself a favor and educate the legal, compliance, and branding teams on:

  • The high-level mechanics
  • Benefits
  • Drawbacks
  • Control mechanisms available
  • How exactly it affects their approval process

Lesson 17: Dont mistake automate for set and forget

To utilize an automotive analogy, think about automation capabilities similar to park assist than full self driving.

For instance, you setup a campaign to Bid to put 2 and just allow it run without giving it another thought. For the time being, a fresh competitor enters the marketplace and turning up constantly in place 2 starts costing you much more. Now youre running into budget limitations.

Use automation to accomplish the heavy lifting and automate the mundane tasks (Lesson #11), but ignore a campaign once its create.

Lesson 18: You understand your business much better than the algorithm

That is linked to lesson #5 and can’t be overstated.

For instance, you may visit a recommendation to attain additional customers at an identical cost per conversion in a remarketing campaign. Have a close consider the audiences being recommended as possible quickly visit a large amount of inflated metrics especially in remarketing.

You have the data of the business enterprise much better than any algorithm possibly could. Use that knowledge to steer the device and ensure it stays pointed in the proper direction.

Lesson 19: The juice might not be worth the squeeze in a few accounts

By some accounts, Im mostly discussing low-budget campaigns.

Machine learning needs data therefore many smaller accounts dont have sufficient activity to create it.

For all those accounts, just keep it as manual as possible.

Lesson 20: See what your peers are doing

Consult with among your industry peers, and youll quickly find somebody who understands your daily challenges and could have found methods to mitigate them.

Attend conferences and network with people attending the PPC track. Join PPC webinars where tactical campaign management is discussed.

Participate (or simply lurk) in social media marketing discussions and groups specific to PPC management.

Lesson 21: Strategic PPC marketers will undoubtedly be valuable

Most of the mundane tasks (Lesson #11) could be automated now, thus eliminating the necessity for an individual to spend long periods of time performing them. Thats a very important thing no-one really enjoyed doing the majority of those ideas anyway.

As more tasks continue toward the road of automation, marketers only skilled at the mundane work can be less needed.

On the flipside, this presents a prime chance of strategic marketers to are more valuable. Consider it the device doing the heavy lifting needs guidance, direction and course corrective action when necessary.

That will require the marketer to:

  • Have an intensive knowledge of business objectives with regards to key campaign metrics.
  • Guide the organizations stakeholders setting overall business strategy on whats possible with PPC.
  • Observe how the tactical capabilities to control a campaign can further a particular business objective.

Opinions expressed in this post are those of the guest author rather than necessarily INTERNET SEARCH ENGINE Land. Staff authors are listed here.



    Adam Proehl is Partner & Co-Founder at NordicClick Interactive, a full-service digital agency with local and national clients, located in Minneapolis. In digital marketing since 1998, Proehl has spoken at numerous national and international conferences, including SMX. He could be an ongoing Advisory Board Member for the Paid Search Association.

    Read More

    Related Articles

    Leave a Reply

    Your email address will not be published.

    Back to top button

    Adblock Detected

    Please consider supporting us by disabling your ad blocker