diff --git a/LiteCharms.Features.MidrandBooks.Seed/Configuration/CdnSettings.cs b/LiteCharms.Features.MidrandBooks.Seed/Configuration/CdnSettings.cs
index af16232..6eb1107 100644
--- a/LiteCharms.Features.MidrandBooks.Seed/Configuration/CdnSettings.cs
+++ b/LiteCharms.Features.MidrandBooks.Seed/Configuration/CdnSettings.cs
@@ -5,4 +5,10 @@ public class CdnSettings
     public string? BaseCdn { get; set; }
 
     public string[]? BookCovers { get; set; }
+
+    public string[]? Authors { get; set; }
+
+    public string[]? AuthorThumbnails { get; set; }
+
+    public string[]? BookThumbnails { get; set; }
 }
diff --git a/LiteCharms.Features.MidrandBooks.Seed/ProductsSeederService.cs b/LiteCharms.Features.MidrandBooks.Seed/ProductsSeederService.cs
index a506bf3..9dfc582 100644
--- a/LiteCharms.Features.MidrandBooks.Seed/ProductsSeederService.cs
+++ b/LiteCharms.Features.MidrandBooks.Seed/ProductsSeederService.cs
@@ -65,8 +65,19 @@ public class ProductsSeederService(ProductService productService, AuthorService
                 "Unlocking Creative Flow Under Pressure"
             );
 
-            // Defensive Length Processing to avoid Entity Framework / Postgres string truncation crashes
-            var rawTitle = $"{faker.Company.CatchPhrase()} with {bookTopic}";
+            // Dynamic raw title generation formulas executed via random function picker
+            var titlePatterns = new Func<string>[]
+            {
+                () => $"{faker.Company.CatchPhrase()} with {bookTopic}",
+                () => $"The {faker.Commerce.ProductAdjective()} Guide to {bookTopic}",
+                () => $"Mastering {bookTopic}: A {faker.Company.Bs()} Blueprint",
+                () => $"{bookTopic} for the Modern {faker.Name.JobTitle()}",
+                () => $"Advanced {bookTopic}: Demystifying the {faker.Company.CatchPhrase()}",
+                () => $"{faker.Random.Replace("###")} Blueprints for {bookTopic}"
+            };
+
+            // Pick a format template and resolve it down to raw string text
+            var rawTitle = faker.PickRandom(titlePatterns)();
             var bookTitle = rawTitle.Length > 255 ? rawTitle[..252] + "..." : rawTitle;
 
             var rawSummary = $"A comprehensive guide to mastering {bookTopic}. Learn modern implementation techniques through real-world software engineering paradigms.";
@@ -80,6 +91,21 @@ public class ProductsSeederService(ProductService productService, AuthorService
             var authorLastName = faker.Name.LastName();
             var publisherCompany = faker.Company.CompanyName();
 
+            // Safe bounded random picking for book thumbnails
+            string? pickedBookThumbnail = null;
+            string? pickedBookThumbnail1 = null;
+            string? pickedBookThumbnail2 = null;
+            string? pickedBookThumbnail3 = null;
+            string? pickedBookThumbnail4 = null;
+            if (cdnSettings.BookThumbnails is not null && cdnSettings.BookThumbnails.Length > 0)
+            {
+                pickedBookThumbnail = $"{cdnSettings.BaseCdn}{faker.PickRandom(cdnSettings.BookThumbnails)}";
+                pickedBookThumbnail1 = $"{cdnSettings.BaseCdn}{faker.PickRandom(cdnSettings.BookThumbnails)}";
+                pickedBookThumbnail2 = $"{cdnSettings.BaseCdn}{faker.PickRandom(cdnSettings.BookThumbnails)}";
+                pickedBookThumbnail3 = $"{cdnSettings.BaseCdn}{faker.PickRandom(cdnSettings.BookThumbnails)}";
+                pickedBookThumbnail4 = $"{cdnSettings.BaseCdn}{faker.PickRandom(cdnSettings.BookThumbnails)}";
+            }
+
             // Step 1: Add Product
             var productCreateResult = await productService.CreateProductAsync(new Products.Models.CreateProduct
             {
@@ -95,7 +121,8 @@ public class ProductsSeederService(ProductService productService, AuthorService
                     Manufacturer = $"{authorFirstName} {authorLastName} / {publisherCompany}",
                     SerialNumber = faker.Phone.PhoneNumber("978-##########")
                 },
-                Categories = ["Coding", "Computers", "IT"]
+                Categories = ["Coding", "Computers", "IT"],
+                ThumbnailUrls = pickedBookThumbnail is not null ? [pickedBookThumbnail, pickedBookThumbnail1!, pickedBookThumbnail2!, pickedBookThumbnail3!, pickedBookThumbnail4!] : null
             }, stoppingToken);
 
             if (productCreateResult.IsFailed)
@@ -116,7 +143,6 @@ public class ProductsSeederService(ProductService productService, AuthorService
             // Step 3: Create Product Price
             var productPriceCreateResult = await productService.CreateProductPriceAsync(productId: productCreateResult.Value, request: new Products.Models.CreateProductPrice
             {
-                // Generates fair, dynamic prices in Rands between R150 and R650, snapped neatly to integers
                 Amount = Math.Round(faker.Random.Decimal(150m, 650m), 2),
                 Discount = 0.0m
             }, stoppingToken);
@@ -127,6 +153,34 @@ public class ProductsSeederService(ProductService productService, AuthorService
                 break;
             }
 
+            // Safe bounded picking for Authors (Real Avatars)
+            string authorAvatarUrl = faker.Internet.Avatar(); // Fallback
+            if (cdnSettings.Authors is not null && cdnSettings.Authors.Length > 0)
+            {
+                authorAvatarUrl = $"{cdnSettings.BaseCdn}{faker.PickRandom(cdnSettings.Authors)}";
+            }
+
+            // Safe bounded picking for Author Thumbnails (Cartoon Avatars)
+            string? authorThumbnailUrl = null;
+            if (cdnSettings.AuthorThumbnails is not null && cdnSettings.AuthorThumbnails.Length > 0)
+            {
+                var selectedThumb = faker.PickRandom(cdnSettings.AuthorThumbnails);
+                authorThumbnailUrl = $"{cdnSettings.BaseCdn}{selectedThumb}.jpg";
+            }
+
+            // Synthesize a highly dynamic, organic opening bio statement
+            var professionalBackgrounds = new[]
+            {
+                $"{authorFirstName} {authorLastName} is an award-winning {faker.Name.JobDescriptor()} {faker.Name.JobTitle()} with over {faker.Random.Number(5, 25)} years of core engineering domain expertise.",
+                $"As a veteran systems consultant and practicing {faker.Name.JobTitle()}, {authorFirstName} has spent decades leading digital infrastructure transformations and managing complex topologies.",
+                $"Operating from modern innovation hubs, {authorFirstName} {authorLastName} specializes in global product strategies and serves as an authority in {faker.Name.JobDescriptor()} computing.",
+                $"With a rich professional background as a principal {faker.Name.JobTitle()} at {publisherCompany}, {authorFirstName} has spent a lifetime refining the system workflows highlighted here."
+            };
+
+            // Pick a randomized context hook and append a 2-paragraph contextual narrative block
+            var biographyPrefix = faker.PickRandom(professionalBackgrounds);
+            var authorBiography = $"{biographyPrefix} {faker.Lorem.Paragraph(2)}";
+
             // Step 4: Create Author
             var authorCreateResult = await authorService.CreateAuthorAsync(request: new Authors.Models.CreateAuthor
             {
@@ -137,7 +191,7 @@ public class ProductsSeederService(ProductService productService, AuthorService
                 PublisherType = faker.PickRandom<PublisherTypes>(),
                 Email = faker.Internet.Email(authorFirstName, authorLastName),
                 Website = faker.Internet.Url(),
-                ImageUrl = faker.Internet.Avatar(),
+                ImageUrl = authorAvatarUrl,
                 SocialMedia =
                 [
                     new Models.SocialMedia
@@ -155,8 +209,8 @@ public class ProductsSeederService(ProductService productService, AuthorService
                         Url = $"https://github.com/tech-{authorFirstName.ToLower(culture)}"
                     }
                 ],
-                Biography = $"{authorFirstName} {authorLastName} is a veteran technologist and systems architect with over a decade of domain expertise. " + faker.Lorem.Paragraph(2),
-                ThumbnailImageUrl = null
+                Biography = authorBiography,
+                ThumbnailImageUrl = authorThumbnailUrl
             }, stoppingToken);
 
             if (authorCreateResult.IsFailed)
diff --git a/LiteCharms.Features.MidrandBooks.Seed/appsettings.json b/LiteCharms.Features.MidrandBooks.Seed/appsettings.json
index 1dc7baa..ce89459 100644
--- a/LiteCharms.Features.MidrandBooks.Seed/appsettings.json
+++ b/LiteCharms.Features.MidrandBooks.Seed/appsettings.json
@@ -23,6 +23,239 @@
       "d44a3c04-f124-4f0b-8301-3841ae2fd439_1764780121224.webp",
       "e6ba52f208914285bcdf1966cfb08f6f.jpg",
       "fa9cbbe6-f947-4f83-8e98-61d2661f43e0_1764841636705.webp"
-    ]  
+    ],
+    "Authors": [
+      "authors/uifaces-human-avatar.jpg",
+      "authors/uifaces-human-avatar-1.jpg",
+      "authors/uifaces-human-avatar-2.jpg",
+      "authors/uifaces-human-avatar-3.jpg",
+      "authors/uifaces-human-avatar-4.jpg",
+      "authors/uifaces-human-avatar-5.jpg",
+      "authors/uifaces-human-avatar-6.jpg",
+      "authors/uifaces-human-avatar-7.jpg",
+      "authors/uifaces-human-avatar-8.jpg",
+      "authors/uifaces-human-avatar-9.jpg",
+      "authors/uifaces-human-avatar-10.jpg",
+      "authors/uifaces-human-avatar-11.jpg",
+      "authors/uifaces-human-avatar-12.jpg",
+      "authors/uifaces-human-avatar-13.jpg",
+      "authors/uifaces-human-avatar-14.jpg",
+      "authors/uifaces-human-avatar-15.jpg",
+      "authors/uifaces-human-avatar-16.jpg"
+    ],
+    "AuthorThumbnails": [
+      "authors/thumbnails/uifaces-cartoon-avatar-1",
+      "authors/thumbnails/uifaces-cartoon-avatar-2",
+      "authors/thumbnails/uifaces-cartoon-avatar-3",
+      "authors/thumbnails/uifaces-cartoon-avatar-4",
+      "authors/thumbnails/uifaces-cartoon-avatar-5",
+      "authors/thumbnails/uifaces-cartoon-avatar-6",
+      "authors/thumbnails/uifaces-cartoon-avatar-7",
+      "authors/thumbnails/uifaces-cartoon-avatar-8",
+      "authors/thumbnails/uifaces-cartoon-avatar-9",
+      "authors/thumbnails/uifaces-cartoon-avatar-10"
+    ],
+    "BookThumbnails": [
+      "thumbnails/book_thumbnail_001.jpg",
+      "thumbnails/book_thumbnail_002.jpg",
+      "thumbnails/book_thumbnail_003.jpg",
+      "thumbnails/book_thumbnail_004.jpg",
+      "thumbnails/book_thumbnail_005.jpg",
+      "thumbnails/book_thumbnail_006.jpg",
+      "thumbnails/book_thumbnail_007.jpg",
+      "thumbnails/book_thumbnail_008.jpg",
+      "thumbnails/book_thumbnail_009.jpg",
+      "thumbnails/book_thumbnail_010.jpg",
+      "thumbnails/book_thumbnail_011.jpg",
+      "thumbnails/book_thumbnail_012.jpg",
+      "thumbnails/book_thumbnail_013.jpg",
+      "thumbnails/book_thumbnail_014.jpg",
+      "thumbnails/book_thumbnail_015.jpg",
+      "thumbnails/book_thumbnail_016.jpg",
+      "thumbnails/book_thumbnail_017.jpg",
+      "thumbnails/book_thumbnail_018.jpg",
+      "thumbnails/book_thumbnail_019.jpg",
+      "thumbnails/book_thumbnail_020.jpg",
+      "thumbnails/book_thumbnail_021.jpg",
+      "thumbnails/book_thumbnail_022.jpg",
+      "thumbnails/book_thumbnail_023.jpg",
+      "thumbnails/book_thumbnail_024.jpg",
+      "thumbnails/book_thumbnail_025.jpg",
+      "thumbnails/book_thumbnail_026.jpg",
+      "thumbnails/book_thumbnail_027.jpg",
+      "thumbnails/book_thumbnail_028.jpg",
+      "thumbnails/book_thumbnail_029.jpg",
+      "thumbnails/book_thumbnail_030.jpg",
+      "thumbnails/book_thumbnail_031.jpg",
+      "thumbnails/book_thumbnail_032.jpg",
+      "thumbnails/book_thumbnail_033.jpg",
+      "thumbnails/book_thumbnail_034.jpg",
+      "thumbnails/book_thumbnail_035.jpg",
+      "thumbnails/book_thumbnail_036.jpg",
+      "thumbnails/book_thumbnail_037.jpg",
+      "thumbnails/book_thumbnail_038.jpg",
+      "thumbnails/book_thumbnail_039.jpg",
+      "thumbnails/book_thumbnail_040.jpg",
+      "thumbnails/book_thumbnail_041.jpg",
+      "thumbnails/book_thumbnail_042.jpg",
+      "thumbnails/book_thumbnail_043.jpg",
+      "thumbnails/book_thumbnail_044.jpg",
+      "thumbnails/book_thumbnail_045.jpg",
+      "thumbnails/book_thumbnail_046.jpg",
+      "thumbnails/book_thumbnail_047.jpg",
+      "thumbnails/book_thumbnail_048.jpg",
+      "thumbnails/book_thumbnail_049.jpg",
+      "thumbnails/book_thumbnail_050.jpg",
+      "thumbnails/book_thumbnail_051.jpg",
+      "thumbnails/book_thumbnail_052.jpg",
+      "thumbnails/book_thumbnail_053.jpg",
+      "thumbnails/book_thumbnail_054.jpg",
+      "thumbnails/book_thumbnail_055.jpg",
+      "thumbnails/book_thumbnail_056.jpg",
+      "thumbnails/book_thumbnail_057.jpg",
+      "thumbnails/book_thumbnail_058.jpg",
+      "thumbnails/book_thumbnail_059.jpg",
+      "thumbnails/book_thumbnail_060.jpg",
+      "thumbnails/book_thumbnail_061.jpg",
+      "thumbnails/book_thumbnail_062.jpg",
+      "thumbnails/book_thumbnail_063.jpg",
+      "thumbnails/book_thumbnail_064.jpg",
+      "thumbnails/book_thumbnail_065.jpg",
+      "thumbnails/book_thumbnail_066.jpg",
+      "thumbnails/book_thumbnail_067.jpg",
+      "thumbnails/book_thumbnail_068.jpg",
+      "thumbnails/book_thumbnail_069.jpg",
+      "thumbnails/book_thumbnail_070.jpg",
+      "thumbnails/book_thumbnail_071.jpg",
+      "thumbnails/book_thumbnail_072.jpg",
+      "thumbnails/book_thumbnail_073.jpg",
+      "thumbnails/book_thumbnail_074.jpg",
+      "thumbnails/book_thumbnail_075.jpg",
+      "thumbnails/book_thumbnail_076.jpg",
+      "thumbnails/book_thumbnail_077.jpg",
+      "thumbnails/book_thumbnail_078.jpg",
+      "thumbnails/book_thumbnail_079.jpg",
+      "thumbnails/book_thumbnail_080.jpg",
+      "thumbnails/book_thumbnail_081.jpg",
+      "thumbnails/book_thumbnail_082.jpg",
+      "thumbnails/book_thumbnail_083.jpg",
+      "thumbnails/book_thumbnail_084.jpg",
+      "thumbnails/book_thumbnail_085.jpg",
+      "thumbnails/book_thumbnail_086.jpg",
+      "thumbnails/book_thumbnail_087.jpg",
+      "thumbnails/book_thumbnail_088.jpg",
+      "thumbnails/book_thumbnail_089.jpg",
+      "thumbnails/book_thumbnail_090.jpg",
+      "thumbnails/book_thumbnail_091.jpg",
+      "thumbnails/book_thumbnail_092.jpg",
+      "thumbnails/book_thumbnail_093.jpg",
+      "thumbnails/book_thumbnail_094.jpg",
+      "thumbnails/book_thumbnail_095.jpg",
+      "thumbnails/book_thumbnail_096.jpg",
+      "thumbnails/book_thumbnail_097.jpg",
+      "thumbnails/book_thumbnail_098.jpg",
+      "thumbnails/book_thumbnail_099.jpg",
+      "thumbnails/book_thumbnail_100.jpg",
+      "thumbnails/book_thumbnail_101.jpg",
+      "thumbnails/book_thumbnail_102.jpg",
+      "thumbnails/book_thumbnail_103.jpg",
+      "thumbnails/book_thumbnail_104.jpg",
+      "thumbnails/book_thumbnail_105.jpg",
+      "thumbnails/book_thumbnail_106.jpg",
+      "thumbnails/book_thumbnail_107.jpg",
+      "thumbnails/book_thumbnail_108.jpg",
+      "thumbnails/book_thumbnail_109.jpg",
+      "thumbnails/book_thumbnail_110.jpg",
+      "thumbnails/book_thumbnail_111.jpg",
+      "thumbnails/book_thumbnail_112.jpg",
+      "thumbnails/book_thumbnail_113.jpg",
+      "thumbnails/book_thumbnail_114.jpg",
+      "thumbnails/book_thumbnail_115.jpg",
+      "thumbnails/book_thumbnail_116.jpg",
+      "thumbnails/book_thumbnail_117.jpg",
+      "thumbnails/book_thumbnail_118.jpg",
+      "thumbnails/book_thumbnail_119.jpg",
+      "thumbnails/book_thumbnail_120.jpg",
+      "thumbnails/book_thumbnail_121.jpg",
+      "thumbnails/book_thumbnail_122.jpg",
+      "thumbnails/book_thumbnail_123.jpg",
+      "thumbnails/book_thumbnail_124.jpg",
+      "thumbnails/book_thumbnail_125.jpg",
+      "thumbnails/book_thumbnail_126.jpg",
+      "thumbnails/book_thumbnail_127.jpg",
+      "thumbnails/book_thumbnail_128.jpg",
+      "thumbnails/book_thumbnail_129.jpg",
+      "thumbnails/book_thumbnail_130.jpg",
+      "thumbnails/book_thumbnail_131.jpg",
+      "thumbnails/book_thumbnail_132.jpg",
+      "thumbnails/book_thumbnail_133.jpg",
+      "thumbnails/book_thumbnail_134.jpg",
+      "thumbnails/book_thumbnail_135.jpg",
+      "thumbnails/book_thumbnail_136.jpg",
+      "thumbnails/book_thumbnail_137.jpg",
+      "thumbnails/book_thumbnail_138.jpg",
+      "thumbnails/book_thumbnail_139.jpg",
+      "thumbnails/book_thumbnail_140.jpg",
+      "thumbnails/book_thumbnail_141.jpg",
+      "thumbnails/book_thumbnail_142.jpg",
+      "thumbnails/book_thumbnail_143.jpg",
+      "thumbnails/book_thumbnail_144.jpg",
+      "thumbnails/book_thumbnail_145.jpg",
+      "thumbnails/book_thumbnail_146.jpg",
+      "thumbnails/book_thumbnail_147.jpg",
+      "thumbnails/book_thumbnail_148.jpg",
+      "thumbnails/book_thumbnail_149.jpg",
+      "thumbnails/book_thumbnail_150.jpg",
+      "thumbnails/book_thumbnail_151.jpg",
+      "thumbnails/book_thumbnail_152.jpg",
+      "thumbnails/book_thumbnail_153.jpg",
+      "thumbnails/book_thumbnail_154.jpg",
+      "thumbnails/book_thumbnail_155.jpg",
+      "thumbnails/book_thumbnail_156.jpg",
+      "thumbnails/book_thumbnail_157.jpg",
+      "thumbnails/book_thumbnail_158.jpg",
+      "thumbnails/book_thumbnail_159.jpg",
+      "thumbnails/book_thumbnail_160.jpg",
+      "thumbnails/book_thumbnail_161.jpg",
+      "thumbnails/book_thumbnail_162.jpg",
+      "thumbnails/book_thumbnail_163.jpg",
+      "thumbnails/book_thumbnail_164.jpg",
+      "thumbnails/book_thumbnail_165.jpg",
+      "thumbnails/book_thumbnail_166.jpg",
+      "thumbnails/book_thumbnail_167.jpg",
+      "thumbnails/book_thumbnail_168.jpg",
+      "thumbnails/book_thumbnail_169.jpg",
+      "thumbnails/book_thumbnail_170.jpg",
+      "thumbnails/book_thumbnail_171.jpg",
+      "thumbnails/book_thumbnail_172.jpg",
+      "thumbnails/book_thumbnail_173.jpg",
+      "thumbnails/book_thumbnail_174.jpg",
+      "thumbnails/book_thumbnail_175.jpg",
+      "thumbnails/book_thumbnail_176.jpg",
+      "thumbnails/book_thumbnail_177.jpg",
+      "thumbnails/book_thumbnail_178.jpg",
+      "thumbnails/book_thumbnail_179.jpg",
+      "thumbnails/book_thumbnail_180.jpg",
+      "thumbnails/book_thumbnail_181.jpg",
+      "thumbnails/book_thumbnail_182.jpg",
+      "thumbnails/book_thumbnail_183.jpg",
+      "thumbnails/book_thumbnail_184.jpg",
+      "thumbnails/book_thumbnail_185.jpg",
+      "thumbnails/book_thumbnail_186.jpg",
+      "thumbnails/book_thumbnail_187.jpg",
+      "thumbnails/book_thumbnail_188.jpg",
+      "thumbnails/book_thumbnail_189.jpg",
+      "thumbnails/book_thumbnail_190.jpg",
+      "thumbnails/book_thumbnail_191.jpg",
+      "thumbnails/book_thumbnail_192.jpg",
+      "thumbnails/book_thumbnail_193.jpg",
+      "thumbnails/book_thumbnail_194.jpg",
+      "thumbnails/book_thumbnail_195.jpg",
+      "thumbnails/book_thumbnail_196.jpg",
+      "thumbnails/book_thumbnail_197.jpg",
+      "thumbnails/book_thumbnail_198.jpg",
+      "thumbnails/book_thumbnail_199.jpg",
+      "thumbnails/book_thumbnail_200.jpg"
+    ]
   }  
-}
+}
\ No newline at end of file