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About the Course
Introduction
This CLE webinar will explore the complex legal landscape of web scraping in the context of AI development and privacy and offer actionable takeaways for businesses that engage in web scraping, are subject to scraping, and/or use scraped data. The panel will examine relevant U.S. laws and case law in the context of the global regulatory framework to help contextualize the unfolding dynamics of scraping and its role in AI development and privacy compliance. The panel will also provide practical tips for counsel when advising clients on related contracting measures.
Description
"Data scraping" or "web scraping" is the automated finding and extraction of data from websites and other online sources. Data scraping is used for marketing, research, sales insights, academia, and archivists. Scraping is now supercharged by algorithms designed to derive "intelligence" from massive datasets of scraped data and 'learn as they go' to improve the algorithms' overall performance.
Numerous lawsuits and regulatory actions challenge the legality of web scraping, particularly the 'training' of generative AI systems using scraped data. Many times, the source of data sets used for AI system development have unknown provenance, complicating risk management efforts. Increasing attention to risks of minors and other sensitive data use and the implications of automated processing compound risk decision making.
Whether engaged in scraping or developing AI using scraped data, assessing the legality of web scraping involves untangling overlapping privacy, AI, consumer protection, contracting, tort, and other laws, as well as active monitoring of case law and regulatory activities.
Listen as our authoritative panel explores the current web scraping legal landscape and provides practical risk management tips.
Presented By
Bio for Annie Attorney; loves horses and arguments
This is a bio for Big Boat. Big Boat is an avid reader and unicyclist.
This is a bio for speaker, Roller Coaster. Roller Coaster enjoys walks on the beach and pizza with pineapple.
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This 90-minute webinar is eligible in most states for 1.5 CLE credits.
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Live Online
On Demand
Date + Time
- event
Wednesday, October 8, 2025
- schedule
1:00 p.m. ET./10:00 a.m. PT
I. Introduction to data scraping
II. Data scraping and AI development
III. Data scraping and privacy and data protection laws
IV. Data scraping and AI laws
V. Contracting for risk management
VI. Actionable takeaways
The panel will discuss these and other key issues:
- What are the privacy and data protection implications of web scraping?
- How do AI laws impact scraping?
- How can organizations minimize liability under privacy laws when using scraped data with AI systems?
- What steps can companies take to protect against unauthorized scraping?
- How can organizations mitigate their exposure to web scraping risks by strengthening contractual terms with third parties?
The following has evaluated to null or missing:
==> barbriRedisCacheAPI.get("barbripass", productId) [in template "20096#20121#2885355" at line 5, column 77]
----
Tip: If the failing expression is known to legally refer to something that's sometimes null or missing, either specify a default value like myOptionalVar!myDefault, or use <#if myOptionalVar??>when-present<#else>when-missing</#if>. (These only cover the last step of the expression; to cover the whole expression, use parenthesis: (myOptionalVar.foo)!myDefault, (myOptionalVar.foo)??
----
----
FTL stack trace ("~" means nesting-related):
- Failed at: response = barbriRedisCacheAPI.get("b... [in template "20096#20121#2885355" at line 5, column 66]
---- 1<#assign productId = ''/> 2 <#if (productID.getData())?? && productID.getData()?has_content> 3 <#assign productId = productID.getData() /> 4 </#if> 5 <#assign response = barbriRedisCacheAPI.get("barbripass", productId) 6 json = jsonFactoryUtil.createJSONObject(response) 7 /> 8 9 <div class="card"> 10 <div class="card-body"> 11 <div class="row justify-content-between align-items-center"> 12 <div class="col-auto col-sm-auto"> 13 <div class="btn cle_btn" id="modalPassShortName"><#if (passName.getData())??>${passName.getData()}</#if></div> 14 </div> 15 <div class="col-auto col-sm-auto pl-lg-0"> 16 <span class="sale-price" id="modalPassPrice">$${json.pricebook?replace(",", "")?number?string("#,##0.00")}</span> 17 </div> 18 </div> 19 <div class="small_heading_area" id="modalPassFullName"><#if (title.getData())??>${title.getData()}</#if></div> 20 <p><#if (unlimitedText.getData())??>${unlimitedText.getData()}</#if>:</p> 21 <ul class="common-list disc_list paddNone"> 22 <#if (benefits.getData())??> 23 ${benefits.getData()} 24</#if> 25 </ul> 26 </div> 27 <div class="btn-float"> 28 <div class="premium-cle-pass cart-item"> 29 <input type="hidden" class="product-id" value="${productId}"> 30 <input type="hidden" class="product-name" value="${json.name}"> 31 <input type="hidden" class="pass-value" value="${passName.getData()}"> 32 <input type="hidden" class="product-price" value="${json.pricebook}"> 33 <input type="hidden" class="passAccessLengthMonths" value="${json.passAccessLengthMonths}"> 34 <input type="hidden" class="product-pass" value="family"> 35 <input type="hidden" class="product-expireDate" value=""> 36 37 <button 38 class="btn pc_theme_btn btn-primary btn_maxwidth_xxl_large add-to-cart" 39 aria-label="Buy Now" 40 data-redirect-checkout="true" 41 > 42 <span class="material-symbols-rounded"> shopping_cart </span> 43 Buy Now 44 </button> 45 </div> 46 </div> 47 </div> 48 49 <script> 50$(document).on('click', '.add-to-cart', function () { 51 let monthsToAdd = parseInt($(".passAccessLengthMonths").val()); 52 let currentDate = new Date(); 53 let futureDate = new Date(currentDate); 54 // Add months dynamically 55 futureDate.setMonth(futureDate.getMonth() + monthsToAdd); 56 57 // Handle overflow (e.g., Jan 31 + 1 month) 58 if (futureDate.getDate() !== currentDate.getDate()) { 59 futureDate.setDate(0); // last day of previous month 60 } 61 62 // Format as MM/DD/YYYY 63 function formatDateMMDDYYYY(date) { 64 let mm = String(date.getMonth() + 1).padStart(2, '0'); 65 let dd = String(date.getDate()).padStart(2, '0'); 66 let yyyy = date.getFullYear(); 67 return mm + '/' + dd + '/' + yyyy; 68 } 69 $(".product-expireDate").val(formatDateMMDDYYYY(futureDate)); 70 71 // Then close the modal 72 $('.single_option').modal('hide'); 73 }); 74</script> The following has evaluated to null or missing:
==> barbriRedisCacheAPI.get("barbripass", productId) [in template "20096#20121#2885355" at line 5, column 77]
----
Tip: If the failing expression is known to legally refer to something that's sometimes null or missing, either specify a default value like myOptionalVar!myDefault, or use <#if myOptionalVar??>when-present<#else>when-missing</#if>. (These only cover the last step of the expression; to cover the whole expression, use parenthesis: (myOptionalVar.foo)!myDefault, (myOptionalVar.foo)??
----
----
FTL stack trace ("~" means nesting-related):
- Failed at: response = barbriRedisCacheAPI.get("b... [in template "20096#20121#2885355" at line 5, column 66]
---- 1<#assign productId = ''/> 2 <#if (productID.getData())?? && productID.getData()?has_content> 3 <#assign productId = productID.getData() /> 4 </#if> 5 <#assign response = barbriRedisCacheAPI.get("barbripass", productId) 6 json = jsonFactoryUtil.createJSONObject(response) 7 /> 8 9 <div class="card"> 10 <div class="card-body"> 11 <div class="row justify-content-between align-items-center"> 12 <div class="col-auto col-sm-auto"> 13 <div class="btn cle_btn" id="modalPassShortName"><#if (passName.getData())??>${passName.getData()}</#if></div> 14 </div> 15 <div class="col-auto col-sm-auto pl-lg-0"> 16 <span class="sale-price" id="modalPassPrice">$${json.pricebook?replace(",", "")?number?string("#,##0.00")}</span> 17 </div> 18 </div> 19 <div class="small_heading_area" id="modalPassFullName"><#if (title.getData())??>${title.getData()}</#if></div> 20 <p><#if (unlimitedText.getData())??>${unlimitedText.getData()}</#if>:</p> 21 <ul class="common-list disc_list paddNone"> 22 <#if (benefits.getData())??> 23 ${benefits.getData()} 24</#if> 25 </ul> 26 </div> 27 <div class="btn-float"> 28 <div class="premium-cle-pass cart-item"> 29 <input type="hidden" class="product-id" value="${productId}"> 30 <input type="hidden" class="product-name" value="${json.name}"> 31 <input type="hidden" class="pass-value" value="${passName.getData()}"> 32 <input type="hidden" class="product-price" value="${json.pricebook}"> 33 <input type="hidden" class="passAccessLengthMonths" value="${json.passAccessLengthMonths}"> 34 <input type="hidden" class="product-pass" value="family"> 35 <input type="hidden" class="product-expireDate" value=""> 36 37 <button 38 class="btn pc_theme_btn btn-primary btn_maxwidth_xxl_large add-to-cart" 39 aria-label="Buy Now" 40 data-redirect-checkout="true" 41 > 42 <span class="material-symbols-rounded"> shopping_cart </span> 43 Buy Now 44 </button> 45 </div> 46 </div> 47 </div> 48 49 <script> 50$(document).on('click', '.add-to-cart', function () { 51 let monthsToAdd = parseInt($(".passAccessLengthMonths").val()); 52 let currentDate = new Date(); 53 let futureDate = new Date(currentDate); 54 // Add months dynamically 55 futureDate.setMonth(futureDate.getMonth() + monthsToAdd); 56 57 // Handle overflow (e.g., Jan 31 + 1 month) 58 if (futureDate.getDate() !== currentDate.getDate()) { 59 futureDate.setDate(0); // last day of previous month 60 } 61 62 // Format as MM/DD/YYYY 63 function formatDateMMDDYYYY(date) { 64 let mm = String(date.getMonth() + 1).padStart(2, '0'); 65 let dd = String(date.getDate()).padStart(2, '0'); 66 let yyyy = date.getFullYear(); 67 return mm + '/' + dd + '/' + yyyy; 68 } 69 $(".product-expireDate").val(formatDateMMDDYYYY(futureDate)); 70 71 // Then close the modal 72 $('.single_option').modal('hide'); 73 }); 74</script> The following has evaluated to null or missing:
==> barbriRedisCacheAPI.get("barbripass", productId) [in template "20096#20121#2885355" at line 5, column 77]
----
Tip: If the failing expression is known to legally refer to something that's sometimes null or missing, either specify a default value like myOptionalVar!myDefault, or use <#if myOptionalVar??>when-present<#else>when-missing</#if>. (These only cover the last step of the expression; to cover the whole expression, use parenthesis: (myOptionalVar.foo)!myDefault, (myOptionalVar.foo)??
----
----
FTL stack trace ("~" means nesting-related):
- Failed at: response = barbriRedisCacheAPI.get("b... [in template "20096#20121#2885355" at line 5, column 66]
---- 1<#assign productId = ''/> 2 <#if (productID.getData())?? && productID.getData()?has_content> 3 <#assign productId = productID.getData() /> 4 </#if> 5 <#assign response = barbriRedisCacheAPI.get("barbripass", productId) 6 json = jsonFactoryUtil.createJSONObject(response) 7 /> 8 9 <div class="card"> 10 <div class="card-body"> 11 <div class="row justify-content-between align-items-center"> 12 <div class="col-auto col-sm-auto"> 13 <div class="btn cle_btn" id="modalPassShortName"><#if (passName.getData())??>${passName.getData()}</#if></div> 14 </div> 15 <div class="col-auto col-sm-auto pl-lg-0"> 16 <span class="sale-price" id="modalPassPrice">$${json.pricebook?replace(",", "")?number?string("#,##0.00")}</span> 17 </div> 18 </div> 19 <div class="small_heading_area" id="modalPassFullName"><#if (title.getData())??>${title.getData()}</#if></div> 20 <p><#if (unlimitedText.getData())??>${unlimitedText.getData()}</#if>:</p> 21 <ul class="common-list disc_list paddNone"> 22 <#if (benefits.getData())??> 23 ${benefits.getData()} 24</#if> 25 </ul> 26 </div> 27 <div class="btn-float"> 28 <div class="premium-cle-pass cart-item"> 29 <input type="hidden" class="product-id" value="${productId}"> 30 <input type="hidden" class="product-name" value="${json.name}"> 31 <input type="hidden" class="pass-value" value="${passName.getData()}"> 32 <input type="hidden" class="product-price" value="${json.pricebook}"> 33 <input type="hidden" class="passAccessLengthMonths" value="${json.passAccessLengthMonths}"> 34 <input type="hidden" class="product-pass" value="family"> 35 <input type="hidden" class="product-expireDate" value=""> 36 37 <button 38 class="btn pc_theme_btn btn-primary btn_maxwidth_xxl_large add-to-cart" 39 aria-label="Buy Now" 40 data-redirect-checkout="true" 41 > 42 <span class="material-symbols-rounded"> shopping_cart </span> 43 Buy Now 44 </button> 45 </div> 46 </div> 47 </div> 48 49 <script> 50$(document).on('click', '.add-to-cart', function () { 51 let monthsToAdd = parseInt($(".passAccessLengthMonths").val()); 52 let currentDate = new Date(); 53 let futureDate = new Date(currentDate); 54 // Add months dynamically 55 futureDate.setMonth(futureDate.getMonth() + monthsToAdd); 56 57 // Handle overflow (e.g., Jan 31 + 1 month) 58 if (futureDate.getDate() !== currentDate.getDate()) { 59 futureDate.setDate(0); // last day of previous month 60 } 61 62 // Format as MM/DD/YYYY 63 function formatDateMMDDYYYY(date) { 64 let mm = String(date.getMonth() + 1).padStart(2, '0'); 65 let dd = String(date.getDate()).padStart(2, '0'); 66 let yyyy = date.getFullYear(); 67 return mm + '/' + dd + '/' + yyyy; 68 } 69 $(".product-expireDate").val(formatDateMMDDYYYY(futureDate)); 70 71 // Then close the modal 72 $('.single_option').modal('hide'); 73 }); 74</script> The following has evaluated to null or missing:
==> barbriRedisCacheAPI.get("barbripass", productId) [in template "20096#20121#2885355" at line 5, column 77]
----
Tip: If the failing expression is known to legally refer to something that's sometimes null or missing, either specify a default value like myOptionalVar!myDefault, or use <#if myOptionalVar??>when-present<#else>when-missing</#if>. (These only cover the last step of the expression; to cover the whole expression, use parenthesis: (myOptionalVar.foo)!myDefault, (myOptionalVar.foo)??
----
----
FTL stack trace ("~" means nesting-related):
- Failed at: response = barbriRedisCacheAPI.get("b... [in template "20096#20121#2885355" at line 5, column 66]
---- 1<#assign productId = ''/> 2 <#if (productID.getData())?? && productID.getData()?has_content> 3 <#assign productId = productID.getData() /> 4 </#if> 5 <#assign response = barbriRedisCacheAPI.get("barbripass", productId) 6 json = jsonFactoryUtil.createJSONObject(response) 7 /> 8 9 <div class="card"> 10 <div class="card-body"> 11 <div class="row justify-content-between align-items-center"> 12 <div class="col-auto col-sm-auto"> 13 <div class="btn cle_btn" id="modalPassShortName"><#if (passName.getData())??>${passName.getData()}</#if></div> 14 </div> 15 <div class="col-auto col-sm-auto pl-lg-0"> 16 <span class="sale-price" id="modalPassPrice">$${json.pricebook?replace(",", "")?number?string("#,##0.00")}</span> 17 </div> 18 </div> 19 <div class="small_heading_area" id="modalPassFullName"><#if (title.getData())??>${title.getData()}</#if></div> 20 <p><#if (unlimitedText.getData())??>${unlimitedText.getData()}</#if>:</p> 21 <ul class="common-list disc_list paddNone"> 22 <#if (benefits.getData())??> 23 ${benefits.getData()} 24</#if> 25 </ul> 26 </div> 27 <div class="btn-float"> 28 <div class="premium-cle-pass cart-item"> 29 <input type="hidden" class="product-id" value="${productId}"> 30 <input type="hidden" class="product-name" value="${json.name}"> 31 <input type="hidden" class="pass-value" value="${passName.getData()}"> 32 <input type="hidden" class="product-price" value="${json.pricebook}"> 33 <input type="hidden" class="passAccessLengthMonths" value="${json.passAccessLengthMonths}"> 34 <input type="hidden" class="product-pass" value="family"> 35 <input type="hidden" class="product-expireDate" value=""> 36 37 <button 38 class="btn pc_theme_btn btn-primary btn_maxwidth_xxl_large add-to-cart" 39 aria-label="Buy Now" 40 data-redirect-checkout="true" 41 > 42 <span class="material-symbols-rounded"> shopping_cart </span> 43 Buy Now 44 </button> 45 </div> 46 </div> 47 </div> 48 49 <script> 50$(document).on('click', '.add-to-cart', function () { 51 let monthsToAdd = parseInt($(".passAccessLengthMonths").val()); 52 let currentDate = new Date(); 53 let futureDate = new Date(currentDate); 54 // Add months dynamically 55 futureDate.setMonth(futureDate.getMonth() + monthsToAdd); 56 57 // Handle overflow (e.g., Jan 31 + 1 month) 58 if (futureDate.getDate() !== currentDate.getDate()) { 59 futureDate.setDate(0); // last day of previous month 60 } 61 62 // Format as MM/DD/YYYY 63 function formatDateMMDDYYYY(date) { 64 let mm = String(date.getMonth() + 1).padStart(2, '0'); 65 let dd = String(date.getDate()).padStart(2, '0'); 66 let yyyy = date.getFullYear(); 67 return mm + '/' + dd + '/' + yyyy; 68 } 69 $(".product-expireDate").val(formatDateMMDDYYYY(futureDate)); 70 71 // Then close the modal 72 $('.single_option').modal('hide'); 73 }); 74</script> Related Courses
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