diff --git a/data/aws/aws_rds_pricing.json b/data/aws/aws_rds_pricing.json
index 3fb09d469d..9b3a9b5896 100644
--- a/data/aws/aws_rds_pricing.json
+++ b/data/aws/aws_rds_pricing.json
@@ -9656,6 +9656,36 @@
           "pricePerUnit": 11.443,
           "sku": "UJYATUWDKSUC6KB4"
         }
+      },
+      "MariaDB": {
+        "Multi-AZ": {
+          "pricePerUnit": 15.149,
+          "sku": "AZTAZ9TQZG2QRY38"
+        },
+        "Single-AZ": {
+          "pricePerUnit": 7.574,
+          "sku": "HR383JC7MMX4GQGF"
+        }
+      },
+      "MySQL": {
+        "Multi-AZ": {
+          "pricePerUnit": 15.149,
+          "sku": "4THCN3H4DWW3TJHP"
+        },
+        "Single-AZ": {
+          "pricePerUnit": 7.574,
+          "sku": "KRYW5PKJHT8VWMV2"
+        }
+      },
+      "PostgreSQL": {
+        "Multi-AZ": {
+          "pricePerUnit": 15.149,
+          "sku": "WDUDW4YAXXGCPV5R"
+        },
+        "Single-AZ": {
+          "pricePerUnit": 7.574,
+          "sku": "NER92N43QMHTE6CS"
+        }
       }
     },
     "db.r7g.16xlarge": {
@@ -9670,6 +9700,36 @@
           "pricePerUnit": 11.736,
           "sku": "P4HHDBGJAUVUTWYX"
         }
+      },
+      "MariaDB": {
+        "Multi-AZ": {
+          "pricePerUnit": 20.198,
+          "sku": "NTZWP2VTCXWFFVWB"
+        },
+        "Single-AZ": {
+          "pricePerUnit": 10.099,
+          "sku": "EZ3YQ6CHVJX8BC7Z"
+        }
+      },
+      "MySQL": {
+        "Multi-AZ": {
+          "pricePerUnit": 20.198,
+          "sku": "27REV44R4XVZ5UFB"
+        },
+        "Single-AZ": {
+          "pricePerUnit": 10.099,
+          "sku": "R2N797VUJYNPVBT5"
+        }
+      },
+      "PostgreSQL": {
+        "Multi-AZ": {
+          "pricePerUnit": 20.198,
+          "sku": "666AWV7DPJQK77T7"
+        },
+        "Single-AZ": {
+          "pricePerUnit": 10.099,
+          "sku": "DGPX6WD7VJQ2F2P8"
+        }
       }
     },
     "db.r7g.2xlarge": {
@@ -9684,6 +9744,36 @@
           "pricePerUnit": 1.907,
           "sku": "UX38A7CTT43M8JDG"
         }
+      },
+      "MariaDB": {
+        "Multi-AZ": {
+          "pricePerUnit": 2.525,
+          "sku": "ZKSE68YPE5UBYGQK"
+        },
+        "Single-AZ": {
+          "pricePerUnit": 1.262,
+          "sku": "J2YWWV3PCXXM6QXH"
+        }
+      },
+      "MySQL": {
+        "Multi-AZ": {
+          "pricePerUnit": 2.525,
+          "sku": "2GV9EFPRHEXFSGJC"
+        },
+        "Single-AZ": {
+          "pricePerUnit": 1.262,
+          "sku": "DSCG73B39R2NAPXH"
+        }
+      },
+      "PostgreSQL": {
+        "Multi-AZ": {
+          "pricePerUnit": 2.525,
+          "sku": "8N4SDYJ8EAAXSRJD"
+        },
+        "Single-AZ": {
+          "pricePerUnit": 1.262,
+          "sku": "2T7WX43F4R55DRSC"
+        }
       }
     },
     "db.r7g.4xlarge": {
@@ -9698,6 +9788,36 @@
           "pricePerUnit": 2.934,
           "sku": "4MD5AUGRFQAQYAEY"
         }
+      },
+      "MariaDB": {
+        "Multi-AZ": {
+          "pricePerUnit": 5.05,
+          "sku": "3EHXNU8YK8YJ3MVF"
+        },
+        "Single-AZ": {
+          "pricePerUnit": 2.525,
+          "sku": "N9B4NWJ59N9T24MQ"
+        }
+      },
+      "MySQL": {
+        "Multi-AZ": {
+          "pricePerUnit": 5.05,
+          "sku": "FEDHG2ZGVDBSYUJZ"
+        },
+        "Single-AZ": {
+          "pricePerUnit": 2.525,
+          "sku": "ZXFFUBWXXMHV9RAY"
+        }
+      },
+      "PostgreSQL": {
+        "Multi-AZ": {
+          "pricePerUnit": 5.05,
+          "sku": "7RESX3HG224CCVZ6"
+        },
+        "Single-AZ": {
+          "pricePerUnit": 2.525,
+          "sku": "7R4ACUYU5XV2VERZ"
+        }
       }
     },
     "db.r7g.8xlarge": {
@@ -9712,6 +9832,36 @@
           "pricePerUnit": 5.868,
           "sku": "USC3J8QCUQTKT4GQ"
         }
+      },
+      "MariaDB": {
+        "Multi-AZ": {
+          "pricePerUnit": 10.099,
+          "sku": "4NU6EMZ85YNZ4J4X"
+        },
+        "Single-AZ": {
+          "pricePerUnit": 5.05,
+          "sku": "FBY7WUVJNZJ3FJPB"
+        }
+      },
+      "MySQL": {
+        "Multi-AZ": {
+          "pricePerUnit": 10.099,
+          "sku": "SGP2TH53CBTYZEP6"
+        },
+        "Single-AZ": {
+          "pricePerUnit": 5.05,
+          "sku": "GPU63EJ9SRYF6DZJ"
+        }
+      },
+      "PostgreSQL": {
+        "Multi-AZ": {
+          "pricePerUnit": 10.099,
+          "sku": "58R32JE7HHWK563T"
+        },
+        "Single-AZ": {
+          "pricePerUnit": 5.05,
+          "sku": "6ZKFQY58UNYHQFWZ"
+        }
       }
     },
     "db.r7g.large": {
@@ -9726,6 +9876,36 @@
           "pricePerUnit": 0.367,
           "sku": "G8242XX7HPAWNXYK"
         }
+      },
+      "MariaDB": {
+        "Multi-AZ": {
+          "pricePerUnit": 0.631,
+          "sku": "DSGKUHPVRG8XGGUS"
+        },
+        "Single-AZ": {
+          "pricePerUnit": 0.316,
+          "sku": "YZ6F5PXKSXU3JNVE"
+        }
+      },
+      "MySQL": {
+        "Multi-AZ": {
+          "pricePerUnit": 0.631,
+          "sku": "YGSC2SA8MA4X684T"
+        },
+        "Single-AZ": {
+          "pricePerUnit": 0.316,
+          "sku": "XMNUD9RAA6UDT9NB"
+        }
+      },
+      "PostgreSQL": {
+        "Multi-AZ": {
+          "pricePerUnit": 0.631,
+          "sku": "CA2U9UTCDCGRZ97J"
+        },
+        "Single-AZ": {
+          "pricePerUnit": 0.316,
+          "sku": "QUW4TFYNGP5DKR9R"
+        }
       }
     },
     "db.r7g.xlarge": {
@@ -9740,6 +9920,36 @@
           "pricePerUnit": 0.953,
           "sku": "BSMUG4XPZMR9MM6A"
         }
+      },
+      "MariaDB": {
+        "Multi-AZ": {
+          "pricePerUnit": 1.262,
+          "sku": "KU72WQUZD4PUJWSS"
+        },
+        "Single-AZ": {
+          "pricePerUnit": 0.631,
+          "sku": "6HFB9F275TJ5R72M"
+        }
+      },
+      "MySQL": {
+        "Multi-AZ": {
+          "pricePerUnit": 1.262,
+          "sku": "SH25M3F9NXATHQTH"
+        },
+        "Single-AZ": {
+          "pricePerUnit": 0.631,
+          "sku": "ZQ2QSUS9BDJHPM7S"
+        }
+      },
+      "PostgreSQL": {
+        "Multi-AZ": {
+          "pricePerUnit": 1.262,
+          "sku": "8YUMVVWRS686M96G"
+        },
+        "Single-AZ": {
+          "pricePerUnit": 0.631,
+          "sku": "MUCUWQXFKN7B4H85"
+        }
       }
     },
     "db.t3.2xlarge": {
@@ -12824,7 +13034,7 @@
         },
         "Single-AZ": {
           "pricePerUnit": 7.52,
-          "sku": "9PUTP6YNUM6UHJKY"
+          "sku": "56FY5QUW7J95RZAR"
         }
       },
       "PostgreSQL": {
@@ -12948,7 +13158,7 @@
         },
         "Single-AZ": {
           "pricePerUnit": 0.94,
-          "sku": "CGC33K2PKPJM552D"
+          "sku": "686ZJ5UJS83QMHNN"
         }
       },
       "PostgreSQL": {
@@ -13010,7 +13220,7 @@
         },
         "Single-AZ": {
           "pricePerUnit": 15.04,
-          "sku": "UTTF5YX63M9A4FYE"
+          "sku": "W39F8CHSZMP6WVGG"
         }
       },
       "PostgreSQL": {
@@ -13072,7 +13282,7 @@
         },
         "Single-AZ": {
           "pricePerUnit": 1.88,
-          "sku": "DUC4FKE6HC2X3R3E"
+          "sku": "7GFMQWPGDH6R8M66"
         }
       },
       "PostgreSQL": {
@@ -13196,7 +13406,7 @@
         },
         "Single-AZ": {
           "pricePerUnit": 0.235,
-          "sku": "U76N7B48QZSP5R4A"
+          "sku": "BHCGNHDBUHA2BP2U"
         }
       },
       "PostgreSQL": {
@@ -13258,7 +13468,7 @@
         },
         "Single-AZ": {
           "pricePerUnit": 0.47,
-          "sku": "MGGTK4DQH2E3N73G"
+          "sku": "SWQAD5TDKYAMUCWF"
         }
       },
       "PostgreSQL": {
@@ -16355,8 +16565,8 @@
           "sku": "XPW7RQUKMN2G2H2D"
         },
         "Single-AZ": {
-          "pricePerUnit": 1.34,
-          "sku": "9GP4H3PW5HY9RHYN"
+          "pricePerUnit": 1.339,
+          "sku": "HE9N9B757UFJ8QZT"
         }
       },
       "PostgreSQL": {
@@ -16443,8 +16653,8 @@
           "sku": "GEX7ZGCB3D4C5NK6"
         },
         "Single-AZ": {
-          "pricePerUnit": 2.68,
-          "sku": "SHMHVG9ZA34G3RAV"
+          "pricePerUnit": 2.679,
+          "sku": "YBGG93GK3549C85D"
         }
       },
       "PostgreSQL": {
@@ -16608,7 +16818,7 @@
         },
         "Single-AZ": {
           "pricePerUnit": 0.335,
-          "sku": "P4957FQ69QX5N9TM"
+          "sku": "6H2UX9MQRES69RFS"
         }
       },
       "PostgreSQL": {
@@ -16672,7 +16882,7 @@
         },
         "Single-AZ": {
           "pricePerUnit": 0.67,
-          "sku": "W2JXABNY5CMRC69S"
+          "sku": "AY3RSN3CEEUZZ3ET"
         }
       },
       "PostgreSQL": {
@@ -17874,7 +18084,7 @@
         },
         "Single-AZ": {
           "pricePerUnit": 6.648,
-          "sku": "S5NV9QUGFNQHUNSC"
+          "sku": "VKK8KJKRVR6HKQBJ"
         }
       },
       "PostgreSQL": {
@@ -18096,7 +18306,7 @@
         },
         "Single-AZ": {
           "pricePerUnit": 1.108,
-          "sku": "GBRP6X82MQJMGMN3"
+          "sku": "YP7R6SJZF5GSH638"
         }
       },
       "PostgreSQL": {
@@ -18402,7 +18612,7 @@
         },
         "Single-AZ": {
           "pricePerUnit": 4.432,
-          "sku": "C96BTSZ4B63CGE9R"
+          "sku": "TKNKNRY5PBVCXQNP"
         }
       },
       "PostgreSQL": {
@@ -18500,7 +18710,7 @@
         },
         "Single-AZ": {
           "pricePerUnit": 0.277,
-          "sku": "WH2ZVC8YTAXD5U6G"
+          "sku": "NMVJ9H3U79TM73WB"
         }
       },
       "PostgreSQL": {
@@ -20484,7 +20694,7 @@
         },
         "Single-AZ": {
           "pricePerUnit": 0.832,
-          "sku": "G8PFZTD3HENGHSKA"
+          "sku": "TRZUPHT7MF2397SA"
         }
       },
       "PostgreSQL": {
@@ -20558,7 +20768,7 @@
         },
         "Single-AZ": {
           "pricePerUnit": 0.208,
-          "sku": "J5BHABRRS4M5QUZH"
+          "sku": "9B5RGDNZ296F7VUR"
         }
       },
       "PostgreSQL": {
@@ -20788,7 +20998,7 @@
         },
         "Single-AZ": {
           "pricePerUnit": 0.416,
-          "sku": "W6X43DCREN5Z87PX"
+          "sku": "GU26C93GFVVBMVHG"
         }
       },
       "PostgreSQL": {
@@ -21353,8 +21563,8 @@
           "sku": "9TD9C44QRFWRNT4F"
         },
         "Single-AZ": {
-          "pricePerUnit": 109.056,
-          "sku": "FKKJ4JR5Z2QXSV8C"
+          "pricePerUnit": 109.1,
+          "sku": "MPBDFFMTS5RMXSUA"
         }
       },
       "SQL Server": {
@@ -21449,8 +21659,8 @@
           "sku": "SSF2CZXFAZ4X3HRY"
         },
         "Single-AZ": {
-          "pricePerUnit": 3.408,
-          "sku": "5T7A3CCEEP2BGR7D"
+          "pricePerUnit": 3.409,
+          "sku": "722UCNF7ZBM6Z3J2"
         }
       },
       "SQL Server": {
@@ -21472,7 +21682,7 @@
         },
         "Single-AZ": {
           "pricePerUnit": 26.405,
-          "sku": "WEJ8HF3D5KBWZ5VS"
+          "sku": "UFP7SZ9DRSDCXPTN"
         }
       }
     },
@@ -48678,11 +48888,11 @@
       "Oracle": {
         "Multi-AZ": {
           "pricePerUnit": 2.213,
-          "sku": "KGTGT9JQGYS8VBHN"
+          "sku": "RS2BXC3MR3PTSRTS"
         },
         "Single-AZ": {
           "pricePerUnit": 1.106,
-          "sku": "ANK9RVWTW329RR8N"
+          "sku": "DY98DB8U4TP7WTV4"
         }
       },
       "PostgreSQL": {
@@ -48862,7 +49072,7 @@
         },
         "Single-AZ": {
           "pricePerUnit": 0.277,
-          "sku": "4EZ9WNAX2ZJEFKPE"
+          "sku": "2VRGXG7NEH6AYYWQ"
         }
       },
       "PostgreSQL": {
@@ -48918,7 +49128,7 @@
       "Oracle": {
         "Multi-AZ": {
           "pricePerUnit": 1.106,
-          "sku": "3W8FPKR5GWWRJJSB"
+          "sku": "E56S2HMYDBE9DDDW"
         },
         "Single-AZ": {
           "pricePerUnit": 0.553,
@@ -73338,11 +73548,11 @@
       "Oracle": {
         "Multi-AZ": {
           "pricePerUnit": 10.08,
-          "sku": "UJY6TSAPFGPZF8FQ"
+          "sku": "SERCSYN373KQTRWR"
         },
         "Single-AZ": {
           "pricePerUnit": 5.04,
-          "sku": "5NRZ36QBPVR5F5UK"
+          "sku": "8Z4QRU5TQUP6S4TF"
         }
       },
       "PostgreSQL": {
@@ -73394,7 +73604,7 @@
         },
         "Single-AZ": {
           "pricePerUnit": 6.72,
-          "sku": "WRPUVGQTUY47SJW5"
+          "sku": "R8Y56628P3XPWDH6"
         }
       },
       "PostgreSQL": {
@@ -73442,7 +73652,7 @@
       "Oracle": {
         "Multi-AZ": {
           "pricePerUnit": 20.16,
-          "sku": "2YZUE2379DEYKYVR"
+          "sku": "SDGVV68AXB77UFTJ"
         },
         "Single-AZ": {
           "pricePerUnit": 10.08,
@@ -73546,11 +73756,11 @@
       "Oracle": {
         "Multi-AZ": {
           "pricePerUnit": 26.88,
-          "sku": "2SN6FD97QWFE8WMR"
+          "sku": "UMJFMCKE42FANYY6"
         },
         "Single-AZ": {
           "pricePerUnit": 13.44,
-          "sku": "HDQT8NC686SPQMGV"
+          "sku": "8D9HHBSPQWZNGMUN"
         }
       },
       "PostgreSQL": {
@@ -73650,11 +73860,11 @@
       "Oracle": {
         "Multi-AZ": {
           "pricePerUnit": 6.72,
-          "sku": "2NP2YFUVPGFZSCH9"
+          "sku": "NBNPBC3ZUKVDN4SG"
         },
         "Single-AZ": {
           "pricePerUnit": 3.36,
-          "sku": "93GFFJT56TU96KPR"
+          "sku": "Z32CA2PX9XZFYXQH"
         }
       },
       "PostgreSQL": {
@@ -75102,7 +75312,7 @@
       "Oracle": {
         "Multi-AZ": {
           "pricePerUnit": 16.32,
-          "sku": "BJWJGJ9294V6JBSG"
+          "sku": "4N94Y8XXGJEJDFAB"
         },
         "Single-AZ": {
           "pricePerUnit": 8.16,
@@ -75166,7 +75376,7 @@
       "Oracle": {
         "Multi-AZ": {
           "pricePerUnit": 24.48,
-          "sku": "YM4XS43843NYE9UQ"
+          "sku": "NFX5R673W9YJEXBM"
         },
         "Single-AZ": {
           "pricePerUnit": 12.24,
@@ -75334,7 +75544,7 @@
         },
         "Single-AZ": {
           "pricePerUnit": 16.32,
-          "sku": "EQVESR6EHB9BS3TV"
+          "sku": "XB7S585BUQVK43HN"
         }
       },
       "PostgreSQL": {
@@ -75518,11 +75728,11 @@
       "Oracle": {
         "Multi-AZ": {
           "pricePerUnit": 8.16,
-          "sku": "KF96A822J79EWGBN"
+          "sku": "Q64CMZMTYKETQTCM"
         },
         "Single-AZ": {
           "pricePerUnit": 4.08,
-          "sku": "5AE6MR7ESQPH3CDM"
+          "sku": "4PX8DKVPSVAPR3ZC"
         }
       },
       "PostgreSQL": {
@@ -112074,6 +112284,36 @@
           "pricePerUnit": 9.95,
           "sku": "VS4XFHEANP7855A3"
         }
+      },
+      "MariaDB": {
+        "Multi-AZ": {
+          "pricePerUnit": 13.464,
+          "sku": "8DNVFHC9WPDSUKSQ"
+        },
+        "Single-AZ": {
+          "pricePerUnit": 6.732,
+          "sku": "V9MN7ZM573HTPSB6"
+        }
+      },
+      "MySQL": {
+        "Multi-AZ": {
+          "pricePerUnit": 13.464,
+          "sku": "SF6DJ36GNABMBTAR"
+        },
+        "Single-AZ": {
+          "pricePerUnit": 6.732,
+          "sku": "BTS54JH9RQXYS5W6"
+        }
+      },
+      "PostgreSQL": {
+        "Multi-AZ": {
+          "pricePerUnit": 13.464,
+          "sku": "EUG3FUZ8YPC2FZXJ"
+        },
+        "Single-AZ": {
+          "pricePerUnit": 6.732,
+          "sku": "NVHTJ9YES83V47NZ"
+        }
       }
     },
     "db.r7g.16xlarge": {
@@ -112088,6 +112328,36 @@
           "pricePerUnit": 13.267,
           "sku": "5BW54CQYMDPUMM4U"
         }
+      },
+      "MariaDB": {
+        "Multi-AZ": {
+          "pricePerUnit": 17.952,
+          "sku": "F3R4H5XHY6ZRZRKW"
+        },
+        "Single-AZ": {
+          "pricePerUnit": 8.976,
+          "sku": "5E5RART7VH2MUK3Q"
+        }
+      },
+      "MySQL": {
+        "Multi-AZ": {
+          "pricePerUnit": 17.952,
+          "sku": "EXC39BXHAYQACGC8"
+        },
+        "Single-AZ": {
+          "pricePerUnit": 8.976,
+          "sku": "VJV9MJXMDSCW6B6A"
+        }
+      },
+      "PostgreSQL": {
+        "Multi-AZ": {
+          "pricePerUnit": 17.952,
+          "sku": "FQUZYQPSETC6ZKXR"
+        },
+        "Single-AZ": {
+          "pricePerUnit": 8.976,
+          "sku": "EB5GENXAGJEU6UD8"
+        }
       }
     },
     "db.r7g.2xlarge": {
@@ -112102,6 +112372,36 @@
           "pricePerUnit": 1.276,
           "sku": "DK2XPTCVMQCF6EE3"
         }
+      },
+      "MariaDB": {
+        "Multi-AZ": {
+          "pricePerUnit": 2.244,
+          "sku": "CEMBYDS7HB9975NU"
+        },
+        "Single-AZ": {
+          "pricePerUnit": 1.122,
+          "sku": "QTHH9VPZJJA76QQY"
+        }
+      },
+      "MySQL": {
+        "Multi-AZ": {
+          "pricePerUnit": 2.244,
+          "sku": "5ZEF92JM84QTNTCY"
+        },
+        "Single-AZ": {
+          "pricePerUnit": 1.122,
+          "sku": "DFP4BC6UD8WN6PP6"
+        }
+      },
+      "PostgreSQL": {
+        "Multi-AZ": {
+          "pricePerUnit": 2.244,
+          "sku": "QN8U9X72BZ3J5JKN"
+        },
+        "Single-AZ": {
+          "pricePerUnit": 1.122,
+          "sku": "4RCWVWTCNCRXCMQM"
+        }
       }
     },
     "db.r7g.4xlarge": {
@@ -112116,6 +112416,36 @@
           "pricePerUnit": 2.551,
           "sku": "8HR662WFBF3MQE74"
         }
+      },
+      "MariaDB": {
+        "Multi-AZ": {
+          "pricePerUnit": 4.488,
+          "sku": "9S7GVK787MCDYTWH"
+        },
+        "Single-AZ": {
+          "pricePerUnit": 2.244,
+          "sku": "M7745FKSK2GCKZYP"
+        }
+      },
+      "MySQL": {
+        "Multi-AZ": {
+          "pricePerUnit": 4.488,
+          "sku": "DKFFK73W6X9DFTGD"
+        },
+        "Single-AZ": {
+          "pricePerUnit": 2.244,
+          "sku": "MYZGUQ6YPFM5GEHW"
+        }
+      },
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@@ -112144,6 +112504,36 @@
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@@ -112158,6 +112548,36 @@
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@@ -138814,6 +139234,230 @@
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     "db.r4.16xlarge": {
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@@ -147184,7 +147828,7 @@
         },
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@@ -147232,11 +147876,11 @@
       "Oracle": {
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-          "sku": "34JFQ8STYKE3MKVY"
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@@ -147288,7 +147932,7 @@
         },
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-          "sku": "RAX6TE88KWPPZMWF"
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@@ -147340,7 +147984,7 @@
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-          "sku": "BXCNE6RYSMBJ2YP8"
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@@ -147392,7 +148036,7 @@
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@@ -147440,7 +148084,7 @@
       "Oracle": {
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-          "sku": "T5DFCS7E7247WB4N"
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@@ -147544,7 +148188,7 @@
       "Oracle": {
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-          "sku": "ATQM8TN63WADQ5Z3"
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