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SHARE-BASED COMPENSATION EXPENSE | 9 Months Ended
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Jul. 30, 2022
Share-Based Payment Arrangement [Abstract] |
SHARE-BASED COMPENSATION EXPENSE | SHARE-BASED COMPENSATION EXPENSE The following table summarizes share-based compensation expense for the periods indicated (in thousands):
| Quarter Ended |  | Nine Months Ended
| July 30 |  | July 31 |  | July 30 |  | July 31
| 2022 |  | 2021 |  | 2022 |  | 2021
Products | $ | 1,002 |  |  | $ | 1,037 |  |  | $ | 2,960 |  |  | $ | 2,488 |
Services | 1,940 |  |  | 1,315 |  |  | 5,467 |  |  | 3,941 |
Share-based compensation expense included in cost of goods sold | 2,942 |  |  | 2,352 |  |  | 8,427 |  |  | 6,429 |
Research and development | 8,233 |  |  | 5,541 |  |  | 23,372 |  |  | 16,179 |
Selling and marketing | 8,075 |  |  | 6,534 |  |  | 23,196 |  |  | 18,960 |
General and administrative | 7,579 |  |  | 8,237 |  |  | 22,825 |  |  | 21,338 |
Share-based compensation expense included in operating expense | 23,887 |  |  | 20,312 |  |  | 69,393 |  |  | 56,477 |
Share-based compensation expense capitalized in inventory, net | 28 |  |  | (193) |  |  | 7 |  |  | 64 |
Total share-based compensation expense | $ | 26,857 |  |  | $ | 22,471 |  |  | $ | 77,827 |  |  | $ | 62,970 |
As of July 30, 2022, total unrecognized share-based compensation expense was approximately $201.3 million, which relates to unvested stock unit awards and is expected to be recognized over a weighted-average period of 1.57 years.

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