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Everything you need to know for
cart abandonment email
remarketing success
Everything you
always wanted to
   know about
cart abandonment
      emails*

cart abandonment
 Explained by
  Lisa Moling
Loren McDonald

*BUT WERE AFRAID TO ASK
Speakers
      Lisa Moling, E-Marketing Manager, DEMCO

      •   Develop & implement e-marketing programs including email
          marketing, online promotions, web analysis, paid search, social
          and CRM
      •   Over 15 years online and direct marketing experience in diverse
          industries including tourism, insurance and industrial safety.


      Loren McDonald, Vice President of Industry Relations, Silverpop

      •   Leads industry leadership activities including more than 500 articles
          on email marketing, blogs, educational sessions and Webinars.
      •   28 years experience in marketing, consulting and strategic planning
          with executive level positions at Lyris, EmailLabs, USWeb/CKS and
          Arthur Andersen.
      •   eec Marketer of the Year - 2011
About DEMCO



About DEMCO
• Based in Madison, WI
• Sell library supplies
     – Originally a catalog company
     – Now web is a primary order source
•   B2B, but respond like consumers
About Silverpop
Agenda: 5 Categories > 12 Questions

                           Background



        Creative /                         Business
        Incentives                          Case




              Timing / #               Data /
              of Emails             Integration
- We started with 25+ questions

     - Rehearsed with 19

     - Cut to 12 for today
0. Are we cool with what cart
recovery is, why you should do
             it, ….?
Building the Business Case
1. How do we get the necessary
    budget, IT and marketing
  resources to make it happen?
Assess capabilities & articulate goals
Gap analysis demonstrated that we needed to search for a new ESP




                 • “Batch & Blast” emails via a small business email service provider.
    Current      • Using Adobe SiteCatalyst
  Capabilities   • Read research studies which demonstrated conversion rates on abandoned cart
                   emails could be 4-6x conversion rate of a “regular” email




                 • Increase sales by optimizing conversions – Identify and market to cart abandons
                 • Free up manpower by automating routine tasks - API integration allow us to
 Program Goals     automate opt-outs/opt-ins from our email system to our business system
                 • Track Revenue per Send - New email service provider could integrate with web
                   analytics so we could track email sales
Build Revenue Forecast
Estimate incremental revenue analysis - demonstrates potential
huge revenue win.

            Open Shopping Carts Program
            Qty                           25,000

            Open rate                     60%

            Opens                         15,000

            Click to Open                 40%

            Clicks                        6,000

            Potential RR                  15%

            Orders                        900

            AOV                           $215

            Potential Sales               $193,500

            Sales/Email                   $7.72
Demonstrate the ROI

Expecting ROI Positive in year 1!



                                     Q3/Q4
                                      2008      2009       2010
Sales Triggered Emails               $500,000   $750,000 $1,000,000

Cost                                  $50,000    $55,000    $55,000
(ESP, Analytics Integration, etc.)
Sales/Spend                              $10        $14        $18
2. What kind of conversion rates
    and revenue can I expect?
Following up with
    abandoners by email
           yields


up to   50%     conversion.
DEMCO: Cart vs Broadcast Emails
                High % of sales relative to volume


  Relative Volume                               Relative Sales
              Abandon Cart                                    Abandon Cart
                 Emails                                          Emails
                  0.3%                                           18.6%




          Promotional
             Emails                                   Promotional
             99.7%                                       Emails
                                                         81.4%
Cart Abandonment Recovery Email Programs:
 Cart Recovery: Percentage of Email Revenue


  70%                30%             12%    5%
  50%                25%             10%    5%
                     25%                    4%
                                            2%
                     20%
                                            2%
                     20%                    1%
                                            1%
                                            0.50%
 Source: Silverpop 2010 Benchmark Study
DEMCO Results
Conversion rate is just as high on the first email as it is on the last email
– without an offer




                    Cart Email A      Cart Email B     Cart Email C
                       Day 1             Day 3            Day 5         AVERAGE
Open Rate               40%               39%               32%           37%

Click-to-Open           44%               47%               28%           41%
Click-thru-Rate         18%               18%               9%            15%
Conversion Rate         22%               15%               24%           20%
Sales/email             $8.60            $8.40             $5.04          $7.46
Data and Integration
3. Where do we get the email
      addresses from?
2 sources for email addresses

  Launch promotional email                                 Web visitors
      System: Silverpop                           (from search, bookmarks, etc.)



  Go to demco.com
                                                                 Go to demco.com
   System: Adobe
                                                                 Sign in & save cart
      (Genesis)

             Data feeds:                     Data feeds:
             • Abandoned cart date           • Abandoned cart date
             • Product purchase date         • Shopping cart URL
             • Product IDs                     (business system)
             • Shopping cart URL (business
               system)

                                                                Launch abandoned
 Launch abandoned cart email
                                                                     cart email
      System: Silverpop
                                                                 System: Silverpop
4. How do I get the data between
     my ESP and Adobe Site
             Catalyst?
Genesis Integration with your ESP Makes it Easy!

         Genesis
       Email Partners




                        No need to add code to your web
                         pages to launch an integration!
5. How long will it take from
      setup to launch?
DEMCO: 4 months start to finish

                                    IT programming - Changes to cookie,
                                    cart ID in URL, carts from signing in
       Start w/new ESP              Creative development




                     ESP & Adobe                    Create triggered
                     Genesis integration            rules & testing



25

                                     25
Timing and Number of Emails
6. When should the first cart
   recovery email be sent?
Timing Factors

1. Within 1-2 hours, but 24 at latest
2. 23 hours
3. 3-5 days, 1 week

• Factors/Issues:
  • Product type (e.g., travel)
  • Feed timing
  • Did they purchase after abandoning?
7. How many cart recovery
   emails should we send?
How many emails should you send?

  At least 1


  2 is better


  3 is even better


  4 or more – may be too many, but test it
Message A – 1 day after
Message B – 3 days after
Message C – 5 days after
Creative – Design, Content, and
Incentives
8. Should we use incentives?
Use Promotions, but with care

  • Promotions will generate lift, and
    incremental profit
  • Best practice is to promote on the last of
    your sequence                                        Conversion
                                                                          Cumulative
            • Capture maximum margin                     per stage
                                                                          conversion

            • Avoid training the customer to expect a
              promotion
Stage           Conversion    Open Rate     Revenue /
                                            email
1: Real time    22%           70%           $11

2: 24 hours     7%            65%           $4                            Lift

3: 7 days       6%            60%           $3             1          2    3
Total           35%           Average 65%   Average $6       Unsubscribe rate


                      Source: SeeWhy
Simple – Save 15%
9. Should we include product
 photos, pricing, reviews and
      recommendations?
25% conversion on
        cart abandoners.


        Cart program
        account for almost
        1/3 of TOTAL yearly
        email sales

Price

        First and most
        effective in the series
        sent within hours
        after abandonment.
Product Inclusion – No price…yet            Next step add in
                                             price and average
                                                  reviews


The results:

• 38.5% open rate

• 10.15% CTR

• 50% conversion rate

• $4.80 revenue/email

                                     Next step add
                                      in price and
                                        average
                                        reviews
10. What kind of design/layout
    approach should we use?
Clean / Multiple “reminders”
Stylish…
11. What kind of tone and style
    of copy should we use?
• Service tone
• Human
• Multiple
channel options
• Reassurance
• 50%
conversion
12. What are subject line best
    practices and examples?
Sample From Names/Subject Lines
           From Name                                            Subject Line
      Soft Surrounding     Good News! Your Shopping Bag is Still Available
      Simple Shoes         Want to get free shipping on your next order on simpleshoes.com?
      Fabric.com           Don't Go Yet! Come Back to Your Shopping Cart & Save!
      Exclusively.In       Hurry! You Have Items In Your Cart, Get Them Before They're Gone.

                           Hurry! You Have Items In Your Cart, Get Them Before They're Gone & Get
      Exclusively.In       Free Shipping Until The 15th Of Dec.
      Cuddledown           Items in your shopping cart are still available for purchase
      CircuitCity.com      You Left Something at CircuitCity.com…
      Advance Auto Parts   How can we help you with your purchase?
      Yankee Candle
      Company              Is it something we said…
      TigerDirect.com      You Left Something at Tiger…
      Smarthome            You've left items in your cart!
      Smarthome            You still have items in your cart!
      Smarthome            Your cart is gathering dust!
      Smarthome            Only 24 hours left to use your cart!
      Smarthome            Your cart items are getting lonely!
      SmartPak Canine      A reminder from SmartPak Canine
      SmartPak Equine      Did you forget something?
      Soft Surroundings    Good News! Your Shopping Bag is Still Available
      Spalook.com          Forget Something From Your Bag?
      DEMCO.com            Courtesy Reminder
      DEMCO.com            Important Notice
      DEMCO.com            Special Offer for You
Subject line considerations/best practices

   Be helpful


   Include incentives when applicable


   Be positive


   Don’t make them guess


   Create a sense of urgency


   Test, test and test
Summary / Takeaways…

  Just get started – don’t try to boil the ocean


  Series, better than single email


  Test timing, but early can be key


  Use incentives carefully, later in series


  Take a helpful, human approach with content/copy


  Test and optimize over time
13. Your questions here
__________________________
__________________________
     ________________?
Q & A / Contact Information
Lisa Moling       Loren McDonald
lisam@demco.com   Twitter: @LorenMcDonald
                  lmcdonald@silverpop.com
                  Google+: Loren McDonald

Twitter: @Silverpop
www.slideshare.net/silverpop
www.silverpop.com
14. What is it and why do
consumers abandon carts?
What is cart abandonment?
Top 5: Why visitors abandon shopping carts




         #1 Price                                        #2 Not ready to buy

Potential solutions:

1.   Tune the shopping cart process
2.   Remarket

None of the top 5 reasons for abandonment can be addressed by tuning the
conversion process
                                                       Source: SeeWhy
15. How big is the challenge /
        opportunity?
87% of consumers abandon carts



…75% say they will return to
 complete the purchase.

                     Source: Amaze/University of Glasgow
Abandoned Carts, Lost Revenue
Up to 70% of Shopping Carts are Abandoned before Checkout




                                     ―60–70%‖      — Multiple Sources


                                57
Cart Abandonment: 1-step from revenue
     Sent


     Delivered



     Opened



     Clicked



     Product Views



     Cart Additions



     Checkouts



     Orders
     Revenue
     Units
16. Are we the only company
 NOT deploying cart recovery
           emails?
Do you deploy cart recovery emails?

Still quite a few who have not deployed this
  email remarketing technique.
17. What are the typical costs
 involved in setting up a cart
     recovery program?
Costs - $ and resources

  Email service provider - startup


  Integration costs between ESP & Adobe Site Catalyst


  Email design


  Promotional cost (margins)


  Programming – data feeds


  Set-up of triggered campaigns
18. Are there things other than
   abandonment that we can
   trigger a cart email off of?
Sample Cart Abandonment Types

                  Recency




         Price                     Cart
        Change                  Expiration



                  Product
                 Availability
19. Don’t consumers game the
            system?
What about gaming the system?


  It isn’t a big issue


  You can suppress gamers


  Most marketers will take the revenue regardless
20. What are some of the
business rules and exceptions
  we need to be aware of?
Sample Rules and Lessons learned…

  Price minimum


  Suppress frequent abandoners


  Suppress after purchase


  Other abandons, not just via email


  Add an opt-out flag for abandoned carts only


  Don’t say “we’re going to empty your cart!”
21. What kind of reports can I
    see for cart recovery in
         SiteCatalyst?
Integrated Email Data Looks Like This
Email campaign data from partner   With site conversion data from SiteCatalyst
•   Campaign Attributes               Revenue
•   Opens
                                      Orders
•   Bounces
•   Click-through                     Conversion Rate
                                      Average Order Value, etc.

         Email Campaign                             Site Conversion
            Metrics                                      Metrics

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Cart Abandonment Email Marketing

  • 1. Everything you need to know for cart abandonment email remarketing success
  • 2. Everything you always wanted to know about cart abandonment emails* cart abandonment Explained by Lisa Moling Loren McDonald *BUT WERE AFRAID TO ASK
  • 3. Speakers Lisa Moling, E-Marketing Manager, DEMCO • Develop & implement e-marketing programs including email marketing, online promotions, web analysis, paid search, social and CRM • Over 15 years online and direct marketing experience in diverse industries including tourism, insurance and industrial safety. Loren McDonald, Vice President of Industry Relations, Silverpop • Leads industry leadership activities including more than 500 articles on email marketing, blogs, educational sessions and Webinars. • 28 years experience in marketing, consulting and strategic planning with executive level positions at Lyris, EmailLabs, USWeb/CKS and Arthur Andersen. • eec Marketer of the Year - 2011
  • 4. About DEMCO About DEMCO • Based in Madison, WI • Sell library supplies – Originally a catalog company – Now web is a primary order source • B2B, but respond like consumers
  • 6. Agenda: 5 Categories > 12 Questions Background Creative / Business Incentives Case Timing / # Data / of Emails Integration
  • 7. - We started with 25+ questions - Rehearsed with 19 - Cut to 12 for today
  • 8. 0. Are we cool with what cart recovery is, why you should do it, ….?
  • 10. 1. How do we get the necessary budget, IT and marketing resources to make it happen?
  • 11. Assess capabilities & articulate goals Gap analysis demonstrated that we needed to search for a new ESP • “Batch & Blast” emails via a small business email service provider. Current • Using Adobe SiteCatalyst Capabilities • Read research studies which demonstrated conversion rates on abandoned cart emails could be 4-6x conversion rate of a “regular” email • Increase sales by optimizing conversions – Identify and market to cart abandons • Free up manpower by automating routine tasks - API integration allow us to Program Goals automate opt-outs/opt-ins from our email system to our business system • Track Revenue per Send - New email service provider could integrate with web analytics so we could track email sales
  • 12. Build Revenue Forecast Estimate incremental revenue analysis - demonstrates potential huge revenue win. Open Shopping Carts Program Qty 25,000 Open rate 60% Opens 15,000 Click to Open 40% Clicks 6,000 Potential RR 15% Orders 900 AOV $215 Potential Sales $193,500 Sales/Email $7.72
  • 13. Demonstrate the ROI Expecting ROI Positive in year 1! Q3/Q4 2008 2009 2010 Sales Triggered Emails $500,000 $750,000 $1,000,000 Cost $50,000 $55,000 $55,000 (ESP, Analytics Integration, etc.) Sales/Spend $10 $14 $18
  • 14. 2. What kind of conversion rates and revenue can I expect?
  • 15. Following up with abandoners by email yields up to 50% conversion.
  • 16. DEMCO: Cart vs Broadcast Emails High % of sales relative to volume Relative Volume Relative Sales Abandon Cart Abandon Cart Emails Emails 0.3% 18.6% Promotional Emails Promotional 99.7% Emails 81.4%
  • 17. Cart Abandonment Recovery Email Programs: Cart Recovery: Percentage of Email Revenue 70% 30% 12% 5% 50% 25% 10% 5% 25% 4% 2% 20% 2% 20% 1% 1% 0.50% Source: Silverpop 2010 Benchmark Study
  • 18. DEMCO Results Conversion rate is just as high on the first email as it is on the last email – without an offer Cart Email A Cart Email B Cart Email C Day 1 Day 3 Day 5 AVERAGE Open Rate 40% 39% 32% 37% Click-to-Open 44% 47% 28% 41% Click-thru-Rate 18% 18% 9% 15% Conversion Rate 22% 15% 24% 20% Sales/email $8.60 $8.40 $5.04 $7.46
  • 20. 3. Where do we get the email addresses from?
  • 21. 2 sources for email addresses Launch promotional email Web visitors System: Silverpop (from search, bookmarks, etc.) Go to demco.com Go to demco.com System: Adobe Sign in & save cart (Genesis) Data feeds: Data feeds: • Abandoned cart date • Abandoned cart date • Product purchase date • Shopping cart URL • Product IDs (business system) • Shopping cart URL (business system) Launch abandoned Launch abandoned cart email cart email System: Silverpop System: Silverpop
  • 22. 4. How do I get the data between my ESP and Adobe Site Catalyst?
  • 23. Genesis Integration with your ESP Makes it Easy! Genesis Email Partners No need to add code to your web pages to launch an integration!
  • 24. 5. How long will it take from setup to launch?
  • 25. DEMCO: 4 months start to finish IT programming - Changes to cookie, cart ID in URL, carts from signing in Start w/new ESP Creative development ESP & Adobe Create triggered Genesis integration rules & testing 25 25
  • 26. Timing and Number of Emails
  • 27. 6. When should the first cart recovery email be sent?
  • 28. Timing Factors 1. Within 1-2 hours, but 24 at latest 2. 23 hours 3. 3-5 days, 1 week • Factors/Issues: • Product type (e.g., travel) • Feed timing • Did they purchase after abandoning?
  • 29. 7. How many cart recovery emails should we send?
  • 30. How many emails should you send? At least 1 2 is better 3 is even better 4 or more – may be too many, but test it
  • 31. Message A – 1 day after
  • 32. Message B – 3 days after
  • 33. Message C – 5 days after
  • 34. Creative – Design, Content, and Incentives
  • 35. 8. Should we use incentives?
  • 36. Use Promotions, but with care • Promotions will generate lift, and incremental profit • Best practice is to promote on the last of your sequence Conversion Cumulative • Capture maximum margin per stage conversion • Avoid training the customer to expect a promotion Stage Conversion Open Rate Revenue / email 1: Real time 22% 70% $11 2: 24 hours 7% 65% $4 Lift 3: 7 days 6% 60% $3 1 2 3 Total 35% Average 65% Average $6 Unsubscribe rate Source: SeeWhy
  • 38. 9. Should we include product photos, pricing, reviews and recommendations?
  • 39. 25% conversion on cart abandoners. Cart program account for almost 1/3 of TOTAL yearly email sales Price First and most effective in the series sent within hours after abandonment.
  • 40. Product Inclusion – No price…yet Next step add in price and average reviews The results: • 38.5% open rate • 10.15% CTR • 50% conversion rate • $4.80 revenue/email Next step add in price and average reviews
  • 41. 10. What kind of design/layout approach should we use?
  • 42. Clean / Multiple “reminders”
  • 44. 11. What kind of tone and style of copy should we use?
  • 45. • Service tone • Human • Multiple channel options • Reassurance • 50% conversion
  • 46. 12. What are subject line best practices and examples?
  • 47. Sample From Names/Subject Lines From Name Subject Line Soft Surrounding Good News! Your Shopping Bag is Still Available Simple Shoes Want to get free shipping on your next order on simpleshoes.com? Fabric.com Don't Go Yet! Come Back to Your Shopping Cart & Save! Exclusively.In Hurry! You Have Items In Your Cart, Get Them Before They're Gone. Hurry! You Have Items In Your Cart, Get Them Before They're Gone & Get Exclusively.In Free Shipping Until The 15th Of Dec. Cuddledown Items in your shopping cart are still available for purchase CircuitCity.com You Left Something at CircuitCity.com… Advance Auto Parts How can we help you with your purchase? Yankee Candle Company Is it something we said… TigerDirect.com You Left Something at Tiger… Smarthome You've left items in your cart! Smarthome You still have items in your cart! Smarthome Your cart is gathering dust! Smarthome Only 24 hours left to use your cart! Smarthome Your cart items are getting lonely! SmartPak Canine A reminder from SmartPak Canine SmartPak Equine Did you forget something? Soft Surroundings Good News! Your Shopping Bag is Still Available Spalook.com Forget Something From Your Bag? DEMCO.com Courtesy Reminder DEMCO.com Important Notice DEMCO.com Special Offer for You
  • 48. Subject line considerations/best practices Be helpful Include incentives when applicable Be positive Don’t make them guess Create a sense of urgency Test, test and test
  • 49. Summary / Takeaways… Just get started – don’t try to boil the ocean Series, better than single email Test timing, but early can be key Use incentives carefully, later in series Take a helpful, human approach with content/copy Test and optimize over time
  • 50. 13. Your questions here __________________________ __________________________ ________________?
  • 51. Q & A / Contact Information Lisa Moling Loren McDonald lisam@demco.com Twitter: @LorenMcDonald lmcdonald@silverpop.com Google+: Loren McDonald Twitter: @Silverpop www.slideshare.net/silverpop www.silverpop.com
  • 52. 14. What is it and why do consumers abandon carts?
  • 53. What is cart abandonment?
  • 54. Top 5: Why visitors abandon shopping carts #1 Price #2 Not ready to buy Potential solutions: 1. Tune the shopping cart process 2. Remarket None of the top 5 reasons for abandonment can be addressed by tuning the conversion process Source: SeeWhy
  • 55. 15. How big is the challenge / opportunity?
  • 56. 87% of consumers abandon carts …75% say they will return to complete the purchase. Source: Amaze/University of Glasgow
  • 57. Abandoned Carts, Lost Revenue Up to 70% of Shopping Carts are Abandoned before Checkout ―60–70%‖ — Multiple Sources 57
  • 58. Cart Abandonment: 1-step from revenue Sent Delivered Opened Clicked Product Views Cart Additions Checkouts Orders Revenue Units
  • 59. 16. Are we the only company NOT deploying cart recovery emails?
  • 60. Do you deploy cart recovery emails? Still quite a few who have not deployed this email remarketing technique.
  • 61. 17. What are the typical costs involved in setting up a cart recovery program?
  • 62. Costs - $ and resources Email service provider - startup Integration costs between ESP & Adobe Site Catalyst Email design Promotional cost (margins) Programming – data feeds Set-up of triggered campaigns
  • 63. 18. Are there things other than abandonment that we can trigger a cart email off of?
  • 64. Sample Cart Abandonment Types Recency Price Cart Change Expiration Product Availability
  • 65.
  • 66. 19. Don’t consumers game the system?
  • 67. What about gaming the system? It isn’t a big issue You can suppress gamers Most marketers will take the revenue regardless
  • 68. 20. What are some of the business rules and exceptions we need to be aware of?
  • 69. Sample Rules and Lessons learned… Price minimum Suppress frequent abandoners Suppress after purchase Other abandons, not just via email Add an opt-out flag for abandoned carts only Don’t say “we’re going to empty your cart!”
  • 70. 21. What kind of reports can I see for cart recovery in SiteCatalyst?
  • 71. Integrated Email Data Looks Like This Email campaign data from partner With site conversion data from SiteCatalyst • Campaign Attributes  Revenue • Opens  Orders • Bounces • Click-through  Conversion Rate  Average Order Value, etc. Email Campaign Site Conversion Metrics Metrics

Notes de l'éditeur

  1. Perform gap analysis on current capabilities and articulate the goals of the program.
  2. Mapped out the forecasted sales & cost informationIdentified when it was realistic to roll out each program
  3. 87% of consumers abandon online shopping baskets. 75% claim they would return at a later date to complete the purchase — effectively using the basket as a wish list.
  4. 87% of consumers abandon online shopping baskets. 75% claim they would return at a later date to complete the purchase — effectively using the basket as a wish list.
  5. 87% of consumers abandon online shopping baskets. 75% claim they would return at a later date to complete the purchase — effectively using the basket as a wish list.
  6. 87% of consumers abandon online shopping baskets. 75% claim they would return at a later date to complete the purchase — effectively using the basket as a wish list.
  7. Over 3,000 shopping cart abandoned emails sent, per monthSegment versions between supplies versus SmartPaks cart abandonmentSent in AM to customers who abandon cart day prior
  8. 87% of consumers abandon online shopping baskets. 75% claim they would return at a later date to complete the purchase — effectively using the basket as a wish list.
  9. ability to track the responder’s behavior not only to the landing page of a … but also from there through the Web site to ultimate sale, hesitation, or outright cart abandonment. This tracking is critical to testing modifications in the construction and targeting of the email that might improve results.” - IDC Worldwide Web Analytics Software Applications 2006 - 2010 Forecast and Analysis: 2005 Shares and Current Out look in the Year of IntegrationJune, 2006But that is exactly what we enable ourselves to do when we integrate email and analytics in the online worldSegments: Thick Slices = High ImpactFrom the information we gain - as we learn about groups within our visitor segments - we can refine and tailor the conversation with “thinner” custom slices of our population. Omniture’s Data Warehouse give you the option of any number of segment definitions for a more custom segmentation and thinner slices.Integrating email and web analytics behavior data lets you listen to what your customer is telling you through their website behavior, interact with them in a dialog of additional offers, and refine your knowledge until ultimately you and the customer determine how you can best fulfill the customer’s needs. When you send a spray and pray email, you are putting earmuffs on your concierge.But when you complete an integration, you are taking off the earmuffs, and letting the conversation flow.
  10. Once integrated, you get all your campaign and site conversion metrics in one reporting interface. This is the LISTENING framework that allows you to go beyond measuring response rates, things like impressions, clicks and opens to measuring response values like revenue per open, orders per campaign, and conversion for a given email campaign. Knowing response values is really critical, because it allows you to know and prove which of your email campaigns and offers are really driving sales, and more importantly…which segments in your database are most valuable.