diff --git a/Marlin/src/pins/lpc1768/pins_BTT_SKR_V1_4.h b/Marlin/src/pins/lpc1768/pins_BTT_SKR_V1_4.h
index df6ae8c0172..25c7ba69b6d 100644
--- a/Marlin/src/pins/lpc1768/pins_BTT_SKR_V1_4.h
+++ b/Marlin/src/pins/lpc1768/pins_BTT_SKR_V1_4.h
@@ -46,9 +46,9 @@
 #endif
 
 #if ENABLED(I2C_EEPROM)
-  #define MARLIN_EEPROM_SIZE              0x8000  // 32Kb
+  #define MARLIN_EEPROM_SIZE              0x8000  // 32K
 #elif ENABLED(SDCARD_EEPROM_EMULATION)
-  #define MARLIN_EEPROM_SIZE               0x800  // 2Kb
+  #define MARLIN_EEPROM_SIZE               0x800  // 2K
 #endif
 
 //
diff --git a/Marlin/src/pins/sam/pins_RURAMPS4D_11.h b/Marlin/src/pins/sam/pins_RURAMPS4D_11.h
index 4bdadd80828..643c68ae4fa 100644
--- a/Marlin/src/pins/sam/pins_RURAMPS4D_11.h
+++ b/Marlin/src/pins/sam/pins_RURAMPS4D_11.h
@@ -179,7 +179,7 @@
 //
 // EEPROM
 //
-#define MARLIN_EEPROM_SIZE                0x8000  // 32Kb (24lc256)
+#define MARLIN_EEPROM_SIZE                0x8000  // 32K (24lc256)
 #define I2C_EEPROM                                // EEPROM on I2C-0
 //#define EEPROM_SD                               // EEPROM on SDCARD
 //#define SPI_EEPROM                              // EEPROM on SPI-0
diff --git a/Marlin/src/pins/sam/pins_RURAMPS4D_13.h b/Marlin/src/pins/sam/pins_RURAMPS4D_13.h
index 5273cbcd0e9..ee741dcbf54 100644
--- a/Marlin/src/pins/sam/pins_RURAMPS4D_13.h
+++ b/Marlin/src/pins/sam/pins_RURAMPS4D_13.h
@@ -162,7 +162,7 @@
 //
 // EEPROM
 //
-#define MARLIN_EEPROM_SIZE                0x8000  // 32Kb (24lc256)
+#define MARLIN_EEPROM_SIZE                0x8000  // 32K (24lc256)
 #define I2C_EEPROM                                // EEPROM on I2C-0
 //#define EEPROM_SD                               // EEPROM on SDCARD
 //#define SPI_EEPROM                              // EEPROM on SPI-0
diff --git a/Marlin/src/pins/samd/pins_BRICOLEMON_LITE_V1_0.h b/Marlin/src/pins/samd/pins_BRICOLEMON_LITE_V1_0.h
index 1315d994c8b..382c607d239 100644
--- a/Marlin/src/pins/samd/pins_BRICOLEMON_LITE_V1_0.h
+++ b/Marlin/src/pins/samd/pins_BRICOLEMON_LITE_V1_0.h
@@ -44,7 +44,7 @@
  */
 //#define FLASH_EEPROM_EMULATION
 #define I2C_EEPROM                                // EEPROM on I2C-0
-#define MARLIN_EEPROM_SIZE               0x70000  // 512K (CAT24C512)
+#define MARLIN_EEPROM_SIZE               0x10000  // 64K (CAT24C512)
 
 // This is another option to emulate an EEPROM, but it's more efficient to not lose the data in the first place.
 //#define SDCARD_EEPROM_EMULATION
diff --git a/Marlin/src/pins/samd/pins_BRICOLEMON_V1_0.h b/Marlin/src/pins/samd/pins_BRICOLEMON_V1_0.h
index 711cb16b464..0f4bb1d0b59 100644
--- a/Marlin/src/pins/samd/pins_BRICOLEMON_V1_0.h
+++ b/Marlin/src/pins/samd/pins_BRICOLEMON_V1_0.h
@@ -48,7 +48,7 @@
  */
 //#define FLASH_EEPROM_EMULATION
 #define I2C_EEPROM                                // EEPROM on I2C-0
-#define MARLIN_EEPROM_SIZE               0x70000  // 512K (CAT24C512)
+#define MARLIN_EEPROM_SIZE               0x10000  // 64K (CAT24C512)
 
 //This its another option to emulate an EEPROM, but its more efficient to dont loose the data the first One.
 //#define SDCARD_EEPROM_EMULATION
diff --git a/Marlin/src/pins/stm32f1/pins_CREALITY_V4.h b/Marlin/src/pins/stm32f1/pins_CREALITY_V4.h
index d6d49662412..b2534beab6d 100644
--- a/Marlin/src/pins/stm32f1/pins_CREALITY_V4.h
+++ b/Marlin/src/pins/stm32f1/pins_CREALITY_V4.h
@@ -51,9 +51,9 @@
 #if ENABLED(IIC_BL24CXX_EEPROM)
   #define IIC_EEPROM_SDA                    PA11
   #define IIC_EEPROM_SCL                    PA12
-  #define MARLIN_EEPROM_SIZE               0x800  // 2Kb (24C16)
+  #define MARLIN_EEPROM_SIZE               0x800  // 2K (24C16)
 #elif ENABLED(SDCARD_EEPROM_EMULATION)
-  #define MARLIN_EEPROM_SIZE               0x800  // 2Kb
+  #define MARLIN_EEPROM_SIZE               0x800  // 2K
 #endif
 
 //
diff --git a/Marlin/src/pins/stm32f1/pins_CREALITY_V4210.h b/Marlin/src/pins/stm32f1/pins_CREALITY_V4210.h
index 7bf34441bcf..87101ecccd5 100644
--- a/Marlin/src/pins/stm32f1/pins_CREALITY_V4210.h
+++ b/Marlin/src/pins/stm32f1/pins_CREALITY_V4210.h
@@ -52,10 +52,10 @@
   #if ENABLED(IIC_BL24CXX_EEPROM)
     #define IIC_EEPROM_SDA                  PA11
     #define IIC_EEPROM_SCL                  PA12
-    #define MARLIN_EEPROM_SIZE             0x800  // 2Kb (24C16)
+    #define MARLIN_EEPROM_SIZE             0x800  // 2K (24C16)
   #else
     #define SDCARD_EEPROM_EMULATION               // SD EEPROM until all EEPROM is BL24CXX
-    #define MARLIN_EEPROM_SIZE             0x800  // 2Kb
+    #define MARLIN_EEPROM_SIZE             0x800  // 2K
   #endif
 
   // SPI
diff --git a/Marlin/src/pins/stm32f1/pins_CREALITY_V45x.h b/Marlin/src/pins/stm32f1/pins_CREALITY_V45x.h
index 85d279872d5..a9ff02d1f4e 100644
--- a/Marlin/src/pins/stm32f1/pins_CREALITY_V45x.h
+++ b/Marlin/src/pins/stm32f1/pins_CREALITY_V45x.h
@@ -47,9 +47,9 @@
 #if ENABLED(IIC_BL24CXX_EEPROM)
   #define IIC_EEPROM_SDA                    PA11
   #define IIC_EEPROM_SCL                    PA12
-  #define MARLIN_EEPROM_SIZE               0x800  // 2Kb (24C16)
+  #define MARLIN_EEPROM_SIZE               0x800  // 2K (24C16)
 #elif ENABLED(SDCARD_EEPROM_EMULATION)
-  #define MARLIN_EEPROM_SIZE               0x800  // 2Kb
+  #define MARLIN_EEPROM_SIZE               0x800  // 2K
 #endif
 
 //
diff --git a/Marlin/src/pins/stm32f4/pins_BTT_GTR_V1_0.h b/Marlin/src/pins/stm32f4/pins_BTT_GTR_V1_0.h
index 25736b1a490..68d92e1c30d 100644
--- a/Marlin/src/pins/stm32f4/pins_BTT_GTR_V1_0.h
+++ b/Marlin/src/pins/stm32f4/pins_BTT_GTR_V1_0.h
@@ -37,7 +37,7 @@
 
 // Onboard I2C EEPROM
 #define I2C_EEPROM
-#define MARLIN_EEPROM_SIZE                0x2000  // 8K (24C64 ... 64Kb = 8K)
+#define MARLIN_EEPROM_SIZE                0x2000  // 8K (24C64)
 
 //
 // Servos
diff --git a/Marlin/src/pins/stm32f4/pins_BTT_OCTOPUS_V1_common.h b/Marlin/src/pins/stm32f4/pins_BTT_OCTOPUS_V1_common.h
index c53e9344aaa..4255881baf8 100644
--- a/Marlin/src/pins/stm32f4/pins_BTT_OCTOPUS_V1_common.h
+++ b/Marlin/src/pins/stm32f4/pins_BTT_OCTOPUS_V1_common.h
@@ -28,7 +28,7 @@
 
 // Onboard I2C EEPROM
 #define I2C_EEPROM
-#define MARLIN_EEPROM_SIZE                0x8000  // 32K (24C32A)
+#define MARLIN_EEPROM_SIZE                0x1000  // 4KB (AT24C32)
 #define I2C_SCL_PIN                         PB8
 #define I2C_SDA_PIN                         PB9
 
diff --git a/Marlin/src/pins/stm32f4/pins_LERDGE_S.h b/Marlin/src/pins/stm32f4/pins_LERDGE_S.h
index 4def11abec8..0e8b6e09a86 100644
--- a/Marlin/src/pins/stm32f4/pins_LERDGE_S.h
+++ b/Marlin/src/pins/stm32f4/pins_LERDGE_S.h
@@ -187,12 +187,12 @@
   #define EEPROM_MISO_PIN                   PB14  // datasheet: DO pin, found with multimeter, not tested
   #define EEPROM_MOSI_PIN                   PB15  // datasheet: DI pin, found with multimeter, not tested
   #define EEPROM_PAGE_SIZE               0x1000U  // 4K (from datasheet)
-  #define MARLIN_EEPROM_SIZE 16UL * (EEPROM_PAGE_SIZE)   // Limit to 64K for now...
+  #define MARLIN_EEPROM_SIZE 16UL * (EEPROM_PAGE_SIZE)  // Limit to 64K for now...
 #elif ENABLED(I2C_EEPROM)                         // FM24CL64BG (CYP1813) 64Kbit F-RAM
   #define SOFT_I2C_EEPROM                         // Force the use of Software I2C
   #define I2C_SDA_PIN                       PG13
   #define I2C_SCL_PIN                       PG14  // To be confirmed on the Lerdge S, but probably same as the K
-  #define MARLIN_EEPROM_SIZE             0x10000
+  #define MARLIN_EEPROM_SIZE             0x2000U  // 8K
 #else
   #define MARLIN_EEPROM_SIZE              0x800U  // On SD, Limit to 2K, require this amount of RAM
 #endif
diff --git a/Marlin/src/pins/stm32h7/pins_BTT_SKR_SE_BX.h b/Marlin/src/pins/stm32h7/pins_BTT_SKR_SE_BX.h
index 0b6edc9d3c6..f48c007d8ce 100644
--- a/Marlin/src/pins/stm32h7/pins_BTT_SKR_SE_BX.h
+++ b/Marlin/src/pins/stm32h7/pins_BTT_SKR_SE_BX.h
@@ -30,7 +30,7 @@
 
 // Onboard I2C EEPROM
 #define I2C_EEPROM
-#define MARLIN_EEPROM_SIZE                0x1000  // 4K (24C32 ... 32Kb = 4K)
+#define MARLIN_EEPROM_SIZE                0x1000  // 4K (24C32)
 
 #define HAS_OTG_USB_HOST_SUPPORT                  // USB Flash Drive support