Performance Issue N1QL Query on 200M major bucket volume

Hi ,
I am having performance challenge on below query for 3 months data fetch . I have multiple buckets with Joins in between : The Major bucket is ALL_RATES with 200 M documents and H_LOCAL_COMP_SET with 2 M docs. Created required Covered Index , Primary Key indexes on all buckets . I have 4 Nodes couchbase cluster running in pretty decent high performing PureStorage with K8s. Each node having 10 GB Index Service memory quota, 20 GB Data service memory quota and 20 CPU limits to 75 . All 4 nodes having all services 

Admin setting for servicers and max-parallelism :

{"completed-limit":4000,"completed-threshold":1000,"controls":false,"cpuprofile":"","debug":false,"keep-alive-length":16384,"loglevel":"INFO","max-index-api":3,"max-parallelism":1,"memprofile":"","n1ql-feat-ctrl":0,"pipeline-batch":16,"pipeline-cap":512,"prepared-limit":16384,"pretty":false,"profile":"off","request-size-cap":67108864,"scan-cap":512,"servicers":224,"timeout":0}

Below is index plan : and query is below : taking 2.7 seconds 
goal is in 100 concurrent multi-threaded session it should return in Ms 
 Currently Oracle is getting the same in same volume of data in .10 Secs which is decent . Any improvement suggestions please ?

{
  "#operator": "Sequence",
  "#stats": {
    "#phaseSwitches": 1,
    "execTime": "9.149”s"
  },
  "~children": [
    {
      "#operator": "Authorize",
      "#stats": {
        "#phaseSwitches": 3,
        "execTime": "2.591”s",
        "servTime": "1.44666ms"
      },
      "privileges": {
        "List": [
          {
            "Target": "default:D_DATE",
            "Priv": 7
          },
          {
            "Target": "default:H_LOCAL_COMP_SET",
            "Priv": 7
          },
          {
            "Target": "default:ALL_RATES",
            "Priv": 7
          }
        ]
      },
      "~child": {
        "#operator": "Sequence",
        "#stats": {
          "#phaseSwitches": 1,
          "execTime": "3.269”s"
        },
        "~children": [
          {
            "#operator": "Sequence",
            "#stats": {
              "#phaseSwitches": 1,
              "execTime": "1.488”s"
            },
            "~children": [
              {
                "#operator": "IndexScan3",
                "#stats": {
                  "#itemsOut": 1,
                  "#phaseSwitches": 7,
                  "execTime": "17.747”s",
                  "kernTime": "1.544”s",
                  "servTime": "682.497”s"
                },
                "covers": [
                  "cover ((`D_DATE`.`CALENDAR_DATE`))",
                  "cover ((meta(`D_DATE`).`id`))"
                ],
                "index": "D_DATE_CALENDAR_DATE_INDEX",
                "index_id": "2a7dfe118d78e826",
                "index_projection": {
                  "entry_keys": [
                    0
                  ]
                },
                "keyspace": "D_DATE",
                "namespace": "default",
                "spans": [
                  {
                    "exact": true,
                    "range": [
                      {
                        "high": "\"2019-08-22\"",
                        "inclusion": 3,
                        "low": "\"2019-08-22\""
                      }
                    ]
                  }
                ],
                "using": "gsi",
                "#time_normal": "00:00.0007",
                "#time_absolute": 0.000700244
              },
              {
                "#operator": "Sequence",
                "#stats": {
                  "#phaseSwitches": 1,
                  "execTime": "816ns"
                },
                "~children": [
                  {
                    "#operator": "Filter",
                    "#stats": {
                      "#itemsIn": 1,
                      "#itemsOut": 1,
                      "#phaseSwitches": 7,
                      "execTime": "22.145”s",
                      "kernTime": "708.788”s"
                    },
                    "condition": "(cover ((`D_DATE`.`CALENDAR_DATE`)) between \"2019-08-22\" and \"2019-08-22\")",
                    "#time_normal": "00:00.0000",
                    "#time_absolute": 0.000022145
                  },
                  {
                    "#operator": "InitialProject",
                    "#stats": {
                      "#itemsIn": 1,
                      "#itemsOut": 1,
                      "#phaseSwitches": 8,
                      "execTime": "15.626”s",
                      "kernTime": "733.324”s"
                    },
                    "result_terms": [
                      {
                        "expr": "cover ((`D_DATE`.`CALENDAR_DATE`))"
                      }
                    ],
                    "#time_normal": "00:00.0000",
                    "#time_absolute": 0.000015626
                  },
                  {
                    "#operator": "FinalProject",
                    "#stats": {
                      "#itemsIn": 1,
                      "#itemsOut": 1,
                      "#phaseSwitches": 4,
                      "execTime": "1.353”s",
                      "kernTime": "539ns"
                    },
                    "#time_normal": "00:00.0000",
                    "#time_absolute": 0.000001353
                  }
                ],
                "#time_normal": "00:00",
                "#time_absolute": 0
              }
            ],
            "#time_normal": "00:00.0000",
            "#time_absolute": 0.000001488
          },
          {
            "#operator": "Alias",
            "#stats": {
              "#itemsIn": 1,
              "#itemsOut": 1,
              "#phaseSwitches": 7,
              "execTime": "8.38”s",
              "kernTime": "758.599”s"
            },
            "as": "DD",
            "#time_normal": "00:00.0000",
            "#time_absolute": 0.000008380000000000001
          },
          {
            "#operator": "Sequence",
            "#stats": {
              "#phaseSwitches": 1,
              "execTime": "2.592”s"
            },
            "~children": [
              {
                "#operator": "NestedLoopJoin",
                "#stats": {
                  "#itemsIn": 1,
                  "#itemsOut": 17,
                  "#phaseSwitches": 77,
                  "execTime": "61.057”s",
                  "kernTime": "1.674831ms"
                },
                "alias": "CS",
                "on_clause": "((`DD`.`CALENDAR_DATE`) = (`DD`.`CALENDAR_DATE`))",
                "~child": {
                  "#operator": "IndexScan3",
                  "#stats": {
                    "#itemsOut": 17,
                    "#phaseSwitches": 73,
                    "execTime": "46.935”s",
                    "kernTime": "3.606”s",
                    "servTime": "845.218”s"
                  },
                  "as": "CS",
                  "covers": [
                    "cover ((`CS`.`K_SUBSCRIBER_PROPERTY`))",
                    "cover ((`CS`.`ENTERPRISE_ID`))",
                    "cover ((`CS`.`SET_NAME`))",
                    "cover ((`CS`.`IS_SUBSCRIBER`))",
                    "cover ((`CS`.`K_COMP_PROPERTY`))",
                    "cover ((meta(`CS`).`id`))"
                  ],
                  "index": "H_LOCAL_CS_NKEY_INDEX",
                  "index_id": "e756a6788a7d9c1f",
                  "keyspace": "H_LOCAL_COMP_SET",
                  "namespace": "default",
                  "nested_loop": true,
                  "spans": [
                    {
                      "exact": true,
                      "range": [
                        {
                          "high": "421000987",
                          "inclusion": 3,
                          "low": "421000987"
                        },
                        {
                          "high": "\"607384\"",
                          "inclusion": 3,
                          "low": "\"607384\""
                        },
                        {
                          "high": "\"Primary\"",
                          "inclusion": 3,
                          "low": "\"Primary\""
                        },
                        {
                          "high": "\"N\"",
                          "inclusion": 3,
                          "low": "\"N\""
                        }
                      ]
                    }
                  ],
                  "using": "gsi"
                },
                "#time_normal": "00:00.0000",
                "#time_absolute": 0.00006105700000000001
              },
              {
                "#operator": "NestedLoopJoin",
                "#stats": {
                  "#itemsIn": 17,
                  "#itemsOut": 18083,
                  "#phaseSwitches": 72437,
                  "execTime": "141.592582ms",
                  "kernTime": "2.489108519s"
                },
                "alias": "AR",
                "on_clause": "(cover ((`AR`.`K_PROPERTY`)) = cover ((`CS`.`K_COMP_PROPERTY`)))",
                "~child": {
                  "#operator": "IndexScan3",
                  "#stats": {
                    "#itemsOut": 18083,
                    "#phaseSwitches": 72417,
                    "execTime": "80.27145ms",
                    "kernTime": "4.312155ms",
                    "servTime": "2.53903168s"
                  },
                  "as": "AR",
                  "covers": [
                    "cover ((`AR`.`K_PROPERTY`))",
                    "cover ((`AR`.`ARRIVAL_DATE`))",
                    "cover ((`AR`.`VALID_FROM_DTTM`))",
                    "cover ((`AR`.`VALID_TO_DTTM`))",
                    "cover ((`AR`.`LOS`))",
                    "cover ((`AR`.`GUESTS`))",
                    "cover ((`AR`.`SOURCE_CODE`))",
                    "cover ((`AR`.`SOURCE_NAME`))",
                    "cover ((`AR`.`ROOM_PRODUCT_DESCRIPTION`))",
                    "cover ((`AR`.`LAST_SHOP_DTTM`))",
                    "cover ((`AR`.`RATE`))",
                    "cover ((`AR`.`PROPERTY_NAME`))",
                    "cover ((meta(`AR`).`id`))"
                  ],
                  "index": "ALL_RATES_DXP_INDEX",
                  "index_id": "18ee534b9af582c3",
                  "keyspace": "ALL_RATES",
                  "namespace": "default",
                  "nested_loop": true,
                  "spans": [
                    {
                      "exact": true,
                      "range": [
                        {
                          "high": "cover ((`CS`.`K_COMP_PROPERTY`))",
                          "inclusion": 3,
                          "low": "cover ((`CS`.`K_COMP_PROPERTY`))"
                        },
                        {
                          "high": "\"2019-12-31\"",
                          "inclusion": 3,
                          "low": "\"2019-09-01\""
                        },
                        {
                          "high": "date_add_str((`DD`.`CALENDAR_DATE`), 1, \"day\")",
                          "inclusion": 0,
                          "low": "null"
                        },
                        {
                          "inclusion": 1,
                          "low": "(`DD`.`CALENDAR_DATE`)"
                        },
                        {
                          "high": "1",
                          "inclusion": 3,
                          "low": "1"
                        },
                        {
                          "high": "1",
                          "inclusion": 3,
                          "low": "1"
                        }
                      ]
                    }
                  ],
                  "using": "gsi"
                },
                "#time_normal": "00:00.1415",
                "#time_absolute": 0.141592582
              },
              {
                "#operator": "Filter",
                "#stats": {
                  "#itemsIn": 18083,
                  "#itemsOut": 8175,
                  "#phaseSwitches": 52519,
                  "execTime": "226.182251ms",
                  "kernTime": "2.40507214s"
                },
                "condition": "(((((((((((cover ((`CS`.`ENTERPRISE_ID`)) = \"607384\") and (cover ((`CS`.`SET_NAME`)) = \"Primary\")) and (cover ((`CS`.`IS_SUBSCRIBER`)) = \"N\")) and (cover ((`CS`.`K_SUBSCRIBER_PROPERTY`)) = 421000987)) and (cover ((`AR`.`ARRIVAL_DATE`)) between \"2019-09-01\" and \"2019-12-31\")) and (cover ((`AR`.`SOURCE_NAME`)) = \"Brand.com\")) and (cover ((`AR`.`GUESTS`)) = 1)) and (cover ((`AR`.`LOS`)) = 1)) and (cover ((`AR`.`ROOM_PRODUCT_DESCRIPTION`)) in [\"Apartment/Multi BR\", \"Deluxe\", \"Standard\", \"Suite\"])) and (cover ((`AR`.`VALID_FROM_DTTM`)) < date_add_str((`DD`.`CALENDAR_DATE`), 1, \"day\"))) and ((`DD`.`CALENDAR_DATE`) <= cover ((`AR`.`VALID_TO_DTTM`))))",
                "#time_normal": "00:00.2261",
                "#time_absolute": 0.226182251
              },
              {
                "#operator": "InitialGroup",
                "#stats": {
                  "#itemsIn": 8175,
                  "#itemsOut": 748,
                  "#phaseSwitches": 17849,
                  "execTime": "149.570325ms",
                  "kernTime": "2.486629697s"
                },
                "aggregates": [
                  "max(cover ((`AR`.`RATE`)))",
                  "min(cover ((`AR`.`RATE`)))"
                ],
                "group_keys": [
                  "cover ((`AR`.`K_PROPERTY`))",
                  "cover ((`AR`.`PROPERTY_NAME`))",
                  "cover ((`AR`.`SOURCE_CODE`))",
                  "cover ((`AR`.`SOURCE_NAME`))",
                  "cover ((`AR`.`GUESTS`))",
                  "cover ((`AR`.`LOS`))",
                  "cover ((`AR`.`ARRIVAL_DATE`))",
                  "cover ((`AR`.`LAST_SHOP_DTTM`))",
                  "(`DD`.`CALENDAR_DATE`)"
                ],
                "#time_normal": "00:00.1495",
                "#time_absolute": 0.149570325
              }
            ],
            "#time_normal": "00:00.0000",
            "#time_absolute": 0.000002592
          },
          {
            "#operator": "IntermediateGroup",
            "#stats": {
              "#itemsIn": 748,
              "#itemsOut": 748,
              "#phaseSwitches": 2995,
              "execTime": "12.154303ms",
              "kernTime": "2.637093681s"
            },
            "aggregates": [
              "max(cover ((`AR`.`RATE`)))",
              "min(cover ((`AR`.`RATE`)))"
            ],
            "group_keys": [
              "cover ((`AR`.`K_PROPERTY`))",
              "cover ((`AR`.`PROPERTY_NAME`))",
              "cover ((`AR`.`SOURCE_CODE`))",
              "cover ((`AR`.`SOURCE_NAME`))",
              "cover ((`AR`.`GUESTS`))",
              "cover ((`AR`.`LOS`))",
              "cover ((`AR`.`ARRIVAL_DATE`))",
              "cover ((`AR`.`LAST_SHOP_DTTM`))",
              "(`DD`.`CALENDAR_DATE`)"
            ],
            "#time_normal": "00:00.0121",
            "#time_absolute": 0.012154303
          },
          {
            "#operator": "FinalGroup",
            "#stats": {
              "#itemsIn": 748,
              "#itemsOut": 748,
              "#phaseSwitches": 2995,
              "execTime": "13.622269ms",
              "kernTime": "2.648042956s"
            },
            "aggregates": [
              "max(cover ((`AR`.`RATE`)))",
              "min(cover ((`AR`.`RATE`)))"
            ],
            "group_keys": [
              "cover ((`AR`.`K_PROPERTY`))",
              "cover ((`AR`.`PROPERTY_NAME`))",
              "cover ((`AR`.`SOURCE_CODE`))",
              "cover ((`AR`.`SOURCE_NAME`))",
              "cover ((`AR`.`GUESTS`))",
              "cover ((`AR`.`LOS`))",
              "cover ((`AR`.`ARRIVAL_DATE`))",
              "cover ((`AR`.`LAST_SHOP_DTTM`))",
              "(`DD`.`CALENDAR_DATE`)"
            ],
            "#time_normal": "00:00.0136",
            "#time_absolute": 0.013622269
          },
          {
            "#operator": "Sequence",
            "#stats": {
              "#phaseSwitches": 1,
              "execTime": "1.676”s"
            },
            "~children": [
              {
                "#operator": "InitialProject",
                "#stats": {
                  "#itemsIn": 748,
                  "#itemsOut": 748,
                  "#phaseSwitches": 2249,
                  "execTime": "5.894799ms",
                  "kernTime": "2.658315038s"
                },
                "result_terms": [
                  {
                    "as": "property_name",
                    "expr": "cover ((`AR`.`PROPERTY_NAME`))"
                  },
                  {
                    "as": "k_property",
                    "expr": "cover ((`AR`.`K_PROPERTY`))"
                  },
                  {
                    "as": "source_code",
                    "expr": "cover ((`AR`.`SOURCE_CODE`))"
                  },
                  {
                    "as": "source_name",
                    "expr": "cover ((`AR`.`SOURCE_NAME`))"
                  },
                  {
                    "as": "guests",
                    "expr": "cover ((`AR`.`GUESTS`))"
                  },
                  {
                    "as": "los",
                    "expr": "cover ((`AR`.`LOS`))"
                  },
                  {
                    "as": "arrival_date",
                    "expr": "cover ((`AR`.`ARRIVAL_DATE`))"
                  },
                  {
                    "as": "last_shop_dttm",
                    "expr": "cover ((`AR`.`LAST_SHOP_DTTM`))"
                  },
                  {
                    "as": "asof_date",
                    "expr": "(`DD`.`CALENDAR_DATE`)"
                  },
                  {
                    "as": "min_rate",
                    "expr": "min(cover ((`AR`.`RATE`)))"
                  },
                  {
                    "as": "max_rate",
                    "expr": "max(cover ((`AR`.`RATE`)))"
                  }
                ],
                "#time_normal": "00:00.0058",
                "#time_absolute": 0.005894799
              },
              {
                "#operator": "FinalProject",
                "#stats": {
                  "#itemsIn": 748,
                  "#itemsOut": 748,
                  "#phaseSwitches": 2245,
                  "execTime": "237.709”s",
                  "kernTime": "6.99724ms"
                },
                "#time_normal": "00:00.0002",
                "#time_absolute": 0.000237709
              }
            ],
            "#time_normal": "00:00.0000",
            "#time_absolute": 0.000001676
          }
        ],
        "#time_normal": "00:00.0000",
        "#time_absolute": 0.000003269
      },
      "#time_normal": "00:00.0014",
      "#time_absolute": 0.001449251
    },
    {
      "#operator": "Stream",
      "#stats": {
        "#itemsIn": 748,
        "#itemsOut": 748,
        "#phaseSwitches": 2995,
        "execTime": "136.224”s",
        "kernTime": "2.672850809s"
      },
      "#time_normal": "00:00.0001",
      "#time_absolute": 0.000136224
    }
  ],
  "~versions": [
    "2.0.0-N1QL",
    "6.0.1-2037-enterprise"
  ],
  "#time_normal": "00:00.0000",
  "#time_absolute": 0.000009148999999999998
}

Query as below :

SELECT AR.PROPERTY_NAME property_name,
AR.K_PROPERTY k_property,
AR.SOURCE_CODE source_code,
AR.SOURCE_NAME source_name,
AR.GUESTS guests,
AR.LOS los,
/*AR.SHOP_STATUS,*/
AR.ARRIVAL_DATE arrival_date,
AR.LAST_SHOP_DTTM last_shop_dttm,
DD.CALENDAR_DATE asof_date,
MIN(AR.RATE) min_rate,
MAX(AR.RATE) max_rate
  FROM  (SELECT CALENDAR_DATE FROM D_DATE WHERE CALENDAR_DATE BETWEEN '2019-08-22' AND '2019-08-22') DD
        INNER JOIN H_LOCAL_COMP_SET CS
                ON DD.CALENDAR_DATE = DD.CALENDAR_DATE
        INNER JOIN ALL_RATES AR
                ON AR.K_PROPERTY = CS.K_COMP_PROPERTY
WHERE CS.ENTERPRISE_ID = '607384'
   AND CS.SET_NAME = 'Primary'
   AND CS.IS_SUBSCRIBER = 'N'
   AND CS.K_SUBSCRIBER_PROPERTY = 421000987
   AND AR.ARRIVAL_DATE BETWEEN '2019-09-01'  and '2019-12-31'
   AND AR.SOURCE_NAME = 'Brand.com'
   AND AR.GUESTS = 1
   AND AR.LOS = 1
   AND AR.ROOM_PRODUCT_DESCRIPTION IN  ['Apartment/Multi BR', 'Deluxe', 'Standard', 'Suite']
   AND AR.VALID_FROM_DTTM < date_add_str(DD.CALENDAR_DATE, 1, 'day')
   AND AR.VALID_TO_DTTM >= DD.CALENDAR_DATE
GROUP BY AR.K_PROPERTY,
AR.PROPERTY_NAME,
AR.SOURCE_CODE,
AR.SOURCE_NAME,
AR.GUESTS,
AR.LOS,
AR.ARRIVAL_DATE,
AR.LAST_SHOP_DTTM,
/* AR.SHOP_STATUS,*/
DD.CALENDAR_DATE

Covered Index on Huge bucket sample :

CREATE INDEX ALL_RATES_DXP_INDEX ON ALL_RATES ( K_PROPERTY , ARRIVAL_DATE , VALID_FROM_DTTM , VALID_TO_DTTM , LOS , GUESTS , SOURCE_CODE , SOURCE_NAME , ROOM_PRODUCT_DESCRIPTION , LAST_SHOP_DTTM , RATE , PROPERTY_NAME )

Check this condition.
JOINs are LEFT TO RIGHT change the order and try it.
Also if you are using EE try with HASH join ANSI JOIN Support in N1QL - The Couchbase Blog

SELECT AR.PROPERTY_NAME property_name,
       AR.K_PROPERTY k_property,
       AR.SOURCE_CODE source_code,
       AR.SOURCE_NAME source_name,
       AR.GUESTS guests,
       AR.LOS los,
       AR.ARRIVAL_DATE arrival_date,
       AR.LAST_SHOP_DTTM last_shop_dttm,
       DD.CALENDAR_DATE asof_date,
       MIN(AR.RATE) min_rate,
       MAX(AR.RATE) max_rate
FROM CALENDAR_DATE DD
INNER JOIN ALL_RATES AR ON AR.VALID_FROM_DTTM < date_add_str(DD.CALENDAR_DATE, 1, 'day') AND AR.VALID_TO_DTTM >= DD.CALENDAR_DATE
INNER JOIN H_LOCAL_COMP_SET CS ON AR.K_PROPERTY = CS.K_COMP_PROPERTY
WHERE DD.CALENDAR_DATE BETWEEN '2019-08-22' AND '2019-08-22'
   CS.ENTERPRISE_ID = '607384'
   AND CS.SET_NAME = 'Primary'
   AND CS.IS_SUBSCRIBER = 'N'
   AND CS.K_SUBSCRIBER_PROPERTY = 421000987
   AND AR.ARRIVAL_DATE BETWEEN '2019-09-01'  and '2019-12-31'
   AND AR.SOURCE_NAME = 'Brand.com'
   AND AR.GUESTS = 1
   AND AR.LOS = 1
   AND AR.ROOM_PRODUCT_DESCRIPTION IN  ['Apartment/Multi BR', 'Deluxe', 'Standard', 'Suite']
GROUP BY AR.K_PROPERTY,
AR.PROPERTY_NAME,
AR.SOURCE_CODE,
AR.SOURCE_NAME,
AR.GUESTS,
AR.LOS,
AR.ARRIVAL_DATE,
AR.LAST_SHOP_DTTM,
DD.CALENDAR_DATE;

CREATE INDEX ALL_RATES_DXP_INDEX ON ALL_RATES (SOURCE_NAME, GUESTS, LOS, ARRIVAL_DATE, VALID_FROM_DTTM, VALID_TO_DTTM,ROOM_PRODUCT_DESCRIPTION, K_PROPERTY ,  SOURCE_CODE ,  LAST_SHOP_DTTM , RATE , PROPERTY_NAME )

@vsr1 - First I tried with your Index suggestion approach and modified query 

I have few syntax errors which corrected as below : Took 1 minute to run !
Will swap around the Join conditions :

SELECT AR.PROPERTY_NAME property_name,
       AR.K_PROPERTY k_property,
       AR.SOURCE_CODE source_code,
       AR.SOURCE_NAME source_name,
       AR.GUESTS guests,
       AR.LOS los,
       AR.ARRIVAL_DATE arrival_date,
       AR.LAST_SHOP_DTTM last_shop_dttm,
       DD.CALENDAR_DATE asof_date,
       MIN(AR.RATE) min_rate,
       MAX(AR.RATE) max_rate
FROM D_DATE DD
INNER JOIN ALL_RATES AR ON AR.VALID_FROM_DTTM < date_add_str(DD.CALENDAR_DATE, 1, 'day') AND AR.VALID_TO_DTTM >= DD.CALENDAR_DATE
INNER JOIN H_LOCAL_COMP_SET CS ON AR.K_PROPERTY = CS.K_COMP_PROPERTY
WHERE DD.CALENDAR_DATE BETWEEN '2019-08-22' AND '2019-08-22'
   AND CS.ENTERPRISE_ID = '607384'
   AND CS.SET_NAME = 'Primary'
   AND CS.IS_SUBSCRIBER = 'N'
   AND CS.K_SUBSCRIBER_PROPERTY = 421000987
   AND AR.ARRIVAL_DATE BETWEEN '2019-09-01'  and '2019-12-31'
   AND AR.SOURCE_NAME = 'Brand.com'
   AND AR.GUESTS = 1
   AND AR.LOS = 1
   AND AR.ROOM_PRODUCT_DESCRIPTION IN  ['Apartment/Multi BR', 'Deluxe', 'Standard', 'Suite']
GROUP BY AR.K_PROPERTY,
AR.PROPERTY_NAME,
AR.SOURCE_CODE,
AR.SOURCE_NAME,
AR.GUESTS,
AR.LOS,
AR.ARRIVAL_DATE,
AR.LAST_SHOP_DTTM,
DD.CALENDAR_DATE 

Plan :

{
  "#operator": "Sequence",
  "#stats": {
    "#phaseSwitches": 1,
    "execTime": "3.052”s"
  },
  "~children": [
    {
      "#operator": "Authorize",
      "#stats": {
        "#phaseSwitches": 3,
        "execTime": "7.217”s",
        "servTime": "4.72635ms"
      },
      "privileges": {
        "List": [
          {
            "Target": "default:D_DATE",
            "Priv": 7
          },
          {
            "Target": "default:ALL_RATES",
            "Priv": 7
          },
          {
            "Target": "default:H_LOCAL_COMP_SET",
            "Priv": 7
          }
        ]
      },
      "~child": {
        "#operator": "Sequence",
        "#stats": {
          "#phaseSwitches": 1,
          "execTime": "3.926”s"
        },
        "~children": [
          {
            "#operator": "IndexScan3",
            "#stats": {
              "#itemsOut": 1,
              "#phaseSwitches": 7,
              "execTime": "21.813”s",
              "kernTime": "2.646”s",
              "servTime": "4.535774ms"
            },
            "as": "DD",
            "covers": [
              "cover ((`DD`.`CALENDAR_DATE`))",
              "cover ((meta(`DD`).`id`))"
            ],
            "index": "D_DATE_CALENDAR_DATE_INDEX",
            "index_id": "2a7dfe118d78e826",
            "keyspace": "D_DATE",
            "namespace": "default",
            "spans": [
              {
                "exact": true,
                "range": [
                  {
                    "high": "\"2019-08-22\"",
                    "inclusion": 3,
                    "low": "\"2019-08-22\""
                  }
                ]
              }
            ],
            "using": "gsi",
            "#time_normal": "00:00.0045",
            "#time_absolute": 0.004557587
          },
          {
            "#operator": "Sequence",
            "#stats": {
              "#phaseSwitches": 1,
              "execTime": "12.106”s"
            },
            "~children": [
              {
                "#operator": "NestedLoopJoin",
                "#stats": {
                  "#itemsIn": 1,
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                },
                "alias": "AR",
                "on_clause": "((cover ((`AR`.`VALID_FROM_DTTM`)) < date_add_str(cover ((`DD`.`CALENDAR_DATE`)), 1, \"day\")) and (cover ((`DD`.`CALENDAR_DATE`)) <= cover ((`AR`.`VALID_TO_DTTM`))))",
                "~child": {
                  "#operator": "IndexScan3",
                  "#stats": {
                    "#itemsOut": 254486,
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                    "kernTime": "1m43.300348906s",
                    "servTime": "361.974767ms"
                  },
                  "as": "AR",
                  "covers": [
                    "cover ((`AR`.`SOURCE_NAME`))",
                    "cover ((`AR`.`GUESTS`))",
                    "cover ((`AR`.`LOS`))",
                    "cover ((`AR`.`ARRIVAL_DATE`))",
                    "cover ((`AR`.`VALID_FROM_DTTM`))",
                    "cover ((`AR`.`VALID_TO_DTTM`))",
                    "cover ((`AR`.`ROOM_PRODUCT_DESCRIPTION`))",
                    "cover ((`AR`.`K_PROPERTY`))",
                    "cover ((`AR`.`SOURCE_CODE`))",
                    "cover ((`AR`.`LAST_SHOP_DTTM`))",
                    "cover ((`AR`.`RATE`))",
                    "cover ((`AR`.`PROPERTY_NAME`))",
                    "cover ((meta(`AR`).`id`))"
                  ],
                  "index": "ALL_RATES_DXP1_INDEX",
                  "index_id": "1c3e1624404c1040",
                  "keyspace": "ALL_RATES",
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                          "high": "1",
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                          "high": "1",
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                          "high": "\"2019-12-31\"",
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                        {
                          "high": "date_add_str(cover ((`DD`.`CALENDAR_DATE`)), 1, \"day\")",
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                          "low": "null"
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                        {
                          "inclusion": 1,
                          "low": "cover ((`DD`.`CALENDAR_DATE`))"
                        },
                        {
                          "high": "\"Apartment/Multi BR\"",
                          "inclusion": 3,
                          "low": "\"Apartment/Multi BR\""
                        }
                      ]
                    },
                    {
                      "exact": true,
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                          "high": "\"Brand.com\"",
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                          "low": "\"Brand.com\""
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                          "high": "1",
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                          "high": "1",
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                        {
                          "high": "\"2019-12-31\"",
                          "inclusion": 3,
                          "low": "\"2019-09-01\""
                        },
                        {
                          "high": "date_add_str(cover ((`DD`.`CALENDAR_DATE`)), 1, \"day\")",
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                          "low": "null"
                        },
                        {
                          "inclusion": 1,
                          "low": "cover ((`DD`.`CALENDAR_DATE`))"
                        },
                        {
                          "high": "\"Deluxe\"",
                          "inclusion": 3,
                          "low": "\"Deluxe\""
                        }
                      ]
                    },
                    {
                      "exact": true,
                      "range": [
                        {
                          "high": "\"Brand.com\"",
                          "inclusion": 3,
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                        {
                          "high": "1",
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                          "low": "1"
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                        {
                          "high": "1",
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                          "low": "1"
                        },
                        {
                          "high": "\"2019-12-31\"",
                          "inclusion": 3,
                          "low": "\"2019-09-01\""
                        },
                        {
                          "high": "date_add_str(cover ((`DD`.`CALENDAR_DATE`)), 1, \"day\")",
                          "inclusion": 0,
                          "low": "null"
                        },
                        {
                          "inclusion": 1,
                          "low": "cover ((`DD`.`CALENDAR_DATE`))"
                        },
                        {
                          "high": "\"Standard\"",
                          "inclusion": 3,
                          "low": "\"Standard\""
                        }
                      ]
                    },
                    {
                      "exact": true,
                      "range": [
                        {
                          "high": "\"Brand.com\"",
                          "inclusion": 3,
                          "low": "\"Brand.com\""
                        },
                        {
                          "high": "1",
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                          "low": "1"
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                        {
                          "high": "1",
                          "inclusion": 3,
                          "low": "1"
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                        {
                          "high": "\"2019-12-31\"",
                          "inclusion": 3,
                          "low": "\"2019-09-01\""
                        },
                        {
                          "high": "date_add_str(cover ((`DD`.`CALENDAR_DATE`)), 1, \"day\")",
                          "inclusion": 0,
                          "low": "null"
                        },
                        {
                          "inclusion": 1,
                          "low": "cover ((`DD`.`CALENDAR_DATE`))"
                        },
                        {
                          "high": "\"Suite\"",
                          "inclusion": 3,
                          "low": "\"Suite\""
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                      ]
                    }
                  ],
                  "using": "gsi"
                },
                "#time_normal": "00:07.1454",
                "#time_absolute": 7.145409126
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              {
                "#operator": "NestedLoopJoin",
                "#stats": {
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                  "execTime": "598.390059ms",
                  "kernTime": "1m45.206477582s"
                },
                "alias": "CS",
                "on_clause": "(cover ((`AR`.`K_PROPERTY`)) = cover ((`CS`.`K_COMP_PROPERTY`)))",
                "~child": {
                  "#operator": "IndexScan3",
                  "#stats": {
                    "#itemsOut": 8175,
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                    "kernTime": "263.642896ms",
                    "servTime": "1m42.479612976s"
                  },
                  "as": "CS",
                  "covers": [
                    "cover ((`CS`.`K_SUBSCRIBER_PROPERTY`))",
                    "cover ((`CS`.`ENTERPRISE_ID`))",
                    "cover ((`CS`.`SET_NAME`))",
                    "cover ((`CS`.`IS_SUBSCRIBER`))",
                    "cover ((`CS`.`K_COMP_PROPERTY`))",
                    "cover ((meta(`CS`).`id`))"
                  ],
                  "index": "H_LOCAL_CS_NKEY_INDEX",
                  "index_id": "e756a6788a7d9c1f",
                  "keyspace": "H_LOCAL_COMP_SET",
                  "namespace": "default",
                  "nested_loop": true,
                  "spans": [
                    {
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                          "high": "421000987",
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                          "high": "\"Primary\"",
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                          "high": "\"N\"",
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                          "low": "\"N\""
                        },
                        {
                          "high": "cover ((`AR`.`K_PROPERTY`))",
                          "inclusion": 3,
                          "low": "cover ((`AR`.`K_PROPERTY`))"
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                      ]
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                  ],
                  "using": "gsi"
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                "#time_normal": "00:00.5983",
                "#time_absolute": 0.598390059
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                "#operator": "Filter",
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                "condition": "((((((((((cover ((`DD`.`CALENDAR_DATE`)) between \"2019-08-22\" and \"2019-08-22\") and (cover ((`CS`.`ENTERPRISE_ID`)) = \"607384\")) and (cover ((`CS`.`SET_NAME`)) = \"Primary\")) and (cover ((`CS`.`IS_SUBSCRIBER`)) = \"N\")) and (cover ((`CS`.`K_SUBSCRIBER_PROPERTY`)) = 421000987)) and (cover ((`AR`.`ARRIVAL_DATE`)) between \"2019-09-01\" and \"2019-12-31\")) and (cover ((`AR`.`SOURCE_NAME`)) = \"Brand.com\")) and (cover ((`AR`.`GUESTS`)) = 1)) and (cover ((`AR`.`LOS`)) = 1)) and (cover ((`AR`.`ROOM_PRODUCT_DESCRIPTION`)) in [\"Apartment/Multi BR\", \"Deluxe\", \"Standard\", \"Suite\"]))",
                "#time_normal": "00:00.1165",
                "#time_absolute": 0.116546982
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                },
                "aggregates": [
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                  "min(cover ((`AR`.`RATE`)))"
                ],
                "group_keys": [
                  "cover ((`AR`.`K_PROPERTY`))",
                  "cover ((`AR`.`PROPERTY_NAME`))",
                  "cover ((`AR`.`SOURCE_CODE`))",
                  "cover ((`AR`.`SOURCE_NAME`))",
                  "cover ((`AR`.`GUESTS`))",
                  "cover ((`AR`.`LOS`))",
                  "cover ((`AR`.`ARRIVAL_DATE`))",
                  "cover ((`AR`.`LAST_SHOP_DTTM`))",
                  "cover ((`DD`.`CALENDAR_DATE`))"
                ],
                "#time_normal": "00:00.2663",
                "#time_absolute": 0.266375674
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            "#time_normal": "00:00.0000",
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            "#operator": "IntermediateGroup",
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              "kernTime": "1m45.812830141s"
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            "aggregates": [
              "max(cover ((`AR`.`RATE`)))",
              "min(cover ((`AR`.`RATE`)))"
            ],
            "group_keys": [
              "cover ((`AR`.`K_PROPERTY`))",
              "cover ((`AR`.`PROPERTY_NAME`))",
              "cover ((`AR`.`SOURCE_CODE`))",
              "cover ((`AR`.`SOURCE_NAME`))",
              "cover ((`AR`.`GUESTS`))",
              "cover ((`AR`.`LOS`))",
              "cover ((`AR`.`ARRIVAL_DATE`))",
              "cover ((`AR`.`LAST_SHOP_DTTM`))",
              "cover ((`DD`.`CALENDAR_DATE`))"
            ],
            "#time_normal": "00:00.0123",
            "#time_absolute": 0.012338102
          },
          {
            "#operator": "FinalGroup",
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            "aggregates": [
              "max(cover ((`AR`.`RATE`)))",
              "min(cover ((`AR`.`RATE`)))"
            ],
            "group_keys": [
              "cover ((`AR`.`K_PROPERTY`))",
              "cover ((`AR`.`PROPERTY_NAME`))",
              "cover ((`AR`.`SOURCE_CODE`))",
              "cover ((`AR`.`SOURCE_NAME`))",
              "cover ((`AR`.`GUESTS`))",
              "cover ((`AR`.`LOS`))",
              "cover ((`AR`.`ARRIVAL_DATE`))",
              "cover ((`AR`.`LAST_SHOP_DTTM`))",
              "cover ((`DD`.`CALENDAR_DATE`))"
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            "#time_normal": "00:00.0214",
            "#time_absolute": 0.021485703000000002
          },
          {
            "#operator": "Sequence",
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            },
            "~children": [
              {
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                "#stats": {
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                  "#phaseSwitches": 2249,
                  "execTime": "8.63843ms",
                  "kernTime": "1m45.839627255s"
                },
                "result_terms": [
                  {
                    "as": "property_name",
                    "expr": "cover ((`AR`.`PROPERTY_NAME`))"
                  },
                  {
                    "as": "k_property",
                    "expr": "cover ((`AR`.`K_PROPERTY`))"
                  },
                  {
                    "as": "source_code",
                    "expr": "cover ((`AR`.`SOURCE_CODE`))"
                  },
                  {
                    "as": "source_name",
                    "expr": "cover ((`AR`.`SOURCE_NAME`))"
                  },
                  {
                    "as": "guests",
                    "expr": "cover ((`AR`.`GUESTS`))"
                  },
                  {
                    "as": "los",
                    "expr": "cover ((`AR`.`LOS`))"
                  },
                  {
                    "as": "arrival_date",
                    "expr": "cover ((`AR`.`ARRIVAL_DATE`))"
                  },
                  {
                    "as": "last_shop_dttm",
                    "expr": "cover ((`AR`.`LAST_SHOP_DTTM`))"
                  },
                  {
                    "as": "asof_date",
                    "expr": "cover ((`DD`.`CALENDAR_DATE`))"
                  },
                  {
                    "as": "min_rate",
                    "expr": "min(cover ((`AR`.`RATE`)))"
                  },
                  {
                    "as": "max_rate",
                    "expr": "max(cover ((`AR`.`RATE`)))"
                  }
                ],
                "#time_normal": "00:00.0086",
                "#time_absolute": 0.008638429999999999
              },
              {
                "#operator": "FinalProject",
                "#stats": {
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                  "#phaseSwitches": 2245,
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                  "kernTime": "5.561787ms"
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                "#time_absolute": 0.000341757
              }
            ],
            "#time_normal": "00:00.0000",
            "#time_absolute": 0.000001461
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        ],
        "#time_normal": "00:00.0000",
        "#time_absolute": 0.000003926
      },
      "#time_normal": "00:00.0047",
      "#time_absolute": 0.004733567
    },
    {
      "#operator": "Stream",
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      "#time_normal": "00:00.0001",
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  ],
  "~versions": [
    "2.0.0-N1QL",
    "6.0.1-2037-enterprise"
  ],
  "#time_normal": "00:00.0000",
  "#time_absolute": 0.000003052
}

Also with USE HASH it returned in 8.7 Secs 
 Still not great .

EXPLAIN PLAN:

{
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        "#phaseSwitches": 3,
        "execTime": "7.548”s",
        "servTime": "1.141135ms"
      },
      "privileges": {
        "List": [
          {
            "Target": "default:D_DATE",
            "Priv": 7
          },
          {
            "Target": "default:ALL_RATES",
            "Priv": 7
          },
          {
            "Target": "default:H_LOCAL_COMP_SET",
            "Priv": 7
          }
        ]
      },
      "~child": {
        "#operator": "Sequence",
        "#stats": {
          "#phaseSwitches": 1,
          "execTime": "9.031”s"
        },
        "~children": [
          {
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              "execTime": "16.618”s",
              "kernTime": "6.389”s",
              "servTime": "836.483”s"
            },
            "as": "DD",
            "covers": [
              "cover ((`DD`.`CALENDAR_DATE`))",
              "cover ((meta(`DD`).`id`))"
            ],
            "index": "D_DATE_CALENDAR_DATE_INDEX",
            "index_id": "2a7dfe118d78e826",
            "keyspace": "D_DATE",
            "namespace": "default",
            "spans": [
              {
                "exact": true,
                "range": [
                  {
                    "high": "\"2019-08-22\"",
                    "inclusion": 3,
                    "low": "\"2019-08-22\""
                  }
                ]
              }
            ],
            "using": "gsi",
            "#time_normal": "00:00.0008",
            "#time_absolute": 0.000853101
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          {
            "#operator": "NestedLoopJoin",
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              "kernTime": "3.788760171s"
            },
            "alias": "AR",
            "on_clause": "((cover ((`AR`.`VALID_FROM_DTTM`)) < date_add_str(cover ((`DD`.`CALENDAR_DATE`)), 1, \"day\")) and (cover ((`DD`.`CALENDAR_DATE`)) <= cover ((`AR`.`VALID_TO_DTTM`))))",
            "~child": {
              "#operator": "IndexScan3",
              "#stats": {
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                "servTime": "5.465203858s"
              },
              "as": "AR",
              "covers": [
                "cover ((`AR`.`SOURCE_NAME`))",
                "cover ((`AR`.`GUESTS`))",
                "cover ((`AR`.`LOS`))",
                "cover ((`AR`.`ARRIVAL_DATE`))",
                "cover ((`AR`.`VALID_FROM_DTTM`))",
                "cover ((`AR`.`VALID_TO_DTTM`))",
                "cover ((`AR`.`ROOM_PRODUCT_DESCRIPTION`))",
                "cover ((`AR`.`K_PROPERTY`))",
                "cover ((`AR`.`SOURCE_CODE`))",
                "cover ((`AR`.`LAST_SHOP_DTTM`))",
                "cover ((`AR`.`RATE`))",
                "cover ((`AR`.`PROPERTY_NAME`))",
                "cover ((meta(`AR`).`id`))"
              ],
              "index": "ALL_RATES_DXP1_INDEX",
              "index_id": "1c3e1624404c1040",
              "keyspace": "ALL_RATES",
              "namespace": "default",
              "nested_loop": true,
              "spans": [
                {
                  "exact": true,
                  "range": [
                    {
                      "high": "\"Brand.com\"",
                      "inclusion": 3,
                      "low": "\"Brand.com\""
                    },
                    {
                      "high": "1",
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                      "low": "1"
                    },
                    {
                      "high": "1",
                      "inclusion": 3,
                      "low": "1"
                    },
                    {
                      "high": "\"2019-12-31\"",
                      "inclusion": 3,
                      "low": "\"2019-09-01\""
                    },
                    {
                      "high": "date_add_str(cover ((`DD`.`CALENDAR_DATE`)), 1, \"day\")",
                      "inclusion": 0,
                      "low": "null"
                    },
                    {
                      "inclusion": 1,
                      "low": "cover ((`DD`.`CALENDAR_DATE`))"
                    },
                    {
                      "high": "\"Apartment/Multi BR\"",
                      "inclusion": 3,
                      "low": "\"Apartment/Multi BR\""
                    }
                  ]
                },
                {
                  "exact": true,
                  "range": [
                    {
                      "high": "\"Brand.com\"",
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                      "low": "\"Brand.com\""
                    },
                    {
                      "high": "1",
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                    {
                      "high": "1",
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                      "low": "1"
                    },
                    {
                      "high": "\"2019-12-31\"",
                      "inclusion": 3,
                      "low": "\"2019-09-01\""
                    },
                    {
                      "high": "date_add_str(cover ((`DD`.`CALENDAR_DATE`)), 1, \"day\")",
                      "inclusion": 0,
                      "low": "null"
                    },
                    {
                      "inclusion": 1,
                      "low": "cover ((`DD`.`CALENDAR_DATE`))"
                    },
                    {
                      "high": "\"Deluxe\"",
                      "inclusion": 3,
                      "low": "\"Deluxe\""
                    }
                  ]
                },
                {
                  "exact": true,
                  "range": [
                    {
                      "high": "\"Brand.com\"",
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                      "low": "\"Brand.com\""
                    },
                    {
                      "high": "1",
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                    {
                      "high": "1",
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                    {
                      "high": "\"2019-12-31\"",
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                      "low": "\"2019-09-01\""
                    },
                    {
                      "high": "date_add_str(cover ((`DD`.`CALENDAR_DATE`)), 1, \"day\")",
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                      "low": "null"
                    },
                    {
                      "inclusion": 1,
                      "low": "cover ((`DD`.`CALENDAR_DATE`))"
                    },
                    {
                      "high": "\"Standard\"",
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                      "low": "\"Standard\""
                    }
                  ]
                },
                {
                  "exact": true,
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                    {
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                      "low": "\"Brand.com\""
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                      "low": "1"
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                    {
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                    },
                    {
                      "high": "date_add_str(cover ((`DD`.`CALENDAR_DATE`)), 1, \"day\")",
                      "inclusion": 0,
                      "low": "null"
                    },
                    {
                      "inclusion": 1,
                      "low": "cover ((`DD`.`CALENDAR_DATE`))"
                    },
                    {
                      "high": "\"Suite\"",
                      "inclusion": 3,
                      "low": "\"Suite\""
                    }
                  ]
                }
              ],
              "using": "gsi"
            },
            "#time_normal": "00:04.5414",
            "#time_absolute": 4.541433556
          },
          {
            "#operator": "HashJoin",
            "#stats": {
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              "execTime": "348.965842ms",
              "kernTime": "7.982476423s"
            },
            "build_aliases": [
              "CS"
            ],
            "build_exprs": [
              "cover ((`CS`.`K_COMP_PROPERTY`))"
            ],
            "on_clause": "(cover ((`AR`.`K_PROPERTY`)) = cover ((`CS`.`K_COMP_PROPERTY`)))",
            "probe_exprs": [
              "cover ((`AR`.`K_PROPERTY`))"
            ],
            "~child": {
              "#operator": "IndexScan3",
              "#stats": {
                "#itemsOut": 17,
                "#phaseSwitches": 73,
                "execTime": "102.409”s",
                "kernTime": "3.532”s",
                "servTime": "1.082608ms"
              },
              "as": "CS",
              "covers": [
                "cover ((`CS`.`K_SUBSCRIBER_PROPERTY`))",
                "cover ((`CS`.`ENTERPRISE_ID`))",
                "cover ((`CS`.`SET_NAME`))",
                "cover ((`CS`.`IS_SUBSCRIBER`))",
                "cover ((`CS`.`K_COMP_PROPERTY`))",
                "cover ((meta(`CS`).`id`))"
              ],
              "index": "H_LOCAL_CS_NKEY_INDEX",
              "index_id": "e756a6788a7d9c1f",
              "keyspace": "H_LOCAL_COMP_SET",
              "namespace": "default",
              "spans": [
                {
                  "range": [
                    {
                      "high": "421000987",
                      "inclusion": 3,
                      "low": "421000987"
                    },
                    {
                      "high": "\"607384\"",
                      "inclusion": 3,
                      "low": "\"607384\""
                    },
                    {
                      "high": "\"Primary\"",
                      "inclusion": 3,
                      "low": "\"Primary\""
                    },
                    {
                      "high": "\"N\"",
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                      "low": "\"N\""
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                      "low": "null"
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              ],
              "using": "gsi"
            },
            "#time_normal": "00:00.3489",
            "#time_absolute": 0.348965842
          },
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                  "execTime": "61.679746ms",
                  "kernTime": "8.269771187s"
                },
                "condition": "((((((((((cover ((`DD`.`CALENDAR_DATE`)) between \"2019-08-22\" and \"2019-08-22\") and (cover ((`CS`.`ENTERPRISE_ID`)) = \"607384\")) and (cover ((`CS`.`SET_NAME`)) = \"Primary\")) and (cover ((`CS`.`IS_SUBSCRIBER`)) = \"N\")) and (cover ((`CS`.`K_SUBSCRIBER_PROPERTY`)) = 421000987)) and (cover ((`AR`.`ARRIVAL_DATE`)) between \"2019-09-01\" and \"2019-12-31\")) and (cover ((`AR`.`SOURCE_NAME`)) = \"Brand.com\")) and (cover ((`AR`.`GUESTS`)) = 1)) and (cover ((`AR`.`LOS`)) = 1)) and (cover ((`AR`.`ROOM_PRODUCT_DESCRIPTION`)) in [\"Apartment/Multi BR\", \"Deluxe\", \"Standard\", \"Suite\"]))",
                "#time_normal": "00:00.0616",
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                  "execTime": "190.312676ms",
                  "kernTime": "8.146137606s"
                },
                "aggregates": [
                  "max(cover ((`AR`.`RATE`)))",
                  "min(cover ((`AR`.`RATE`)))"
                ],
                "group_keys": [
                  "cover ((`AR`.`K_PROPERTY`))",
                  "cover ((`AR`.`PROPERTY_NAME`))",
                  "cover ((`AR`.`SOURCE_CODE`))",
                  "cover ((`AR`.`SOURCE_NAME`))",
                  "cover ((`AR`.`GUESTS`))",
                  "cover ((`AR`.`LOS`))",
                  "cover ((`AR`.`ARRIVAL_DATE`))",
                  "cover ((`AR`.`LAST_SHOP_DTTM`))",
                  "cover ((`DD`.`CALENDAR_DATE`))"
                ],
                "#time_normal": "00:00.1903",
                "#time_absolute": 0.19031267600000001
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            ],
            "#time_normal": "00:00.0000",
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            "aggregates": [
              "max(cover ((`AR`.`RATE`)))",
              "min(cover ((`AR`.`RATE`)))"
            ],
            "group_keys": [
              "cover ((`AR`.`K_PROPERTY`))",
              "cover ((`AR`.`PROPERTY_NAME`))",
              "cover ((`AR`.`SOURCE_CODE`))",
              "cover ((`AR`.`SOURCE_NAME`))",
              "cover ((`AR`.`GUESTS`))",
              "cover ((`AR`.`LOS`))",
              "cover ((`AR`.`ARRIVAL_DATE`))",
              "cover ((`AR`.`LAST_SHOP_DTTM`))",
              "cover ((`DD`.`CALENDAR_DATE`))"
            ],
            "#time_normal": "00:00.0129",
            "#time_absolute": 0.012964584
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            "#operator": "FinalGroup",
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              "kernTime": "8.348275418s"
            },
            "aggregates": [
              "max(cover ((`AR`.`RATE`)))",
              "min(cover ((`AR`.`RATE`)))"
            ],
            "group_keys": [
              "cover ((`AR`.`K_PROPERTY`))",
              "cover ((`AR`.`PROPERTY_NAME`))",
              "cover ((`AR`.`SOURCE_CODE`))",
              "cover ((`AR`.`SOURCE_NAME`))",
              "cover ((`AR`.`GUESTS`))",
              "cover ((`AR`.`LOS`))",
              "cover ((`AR`.`ARRIVAL_DATE`))",
              "cover ((`AR`.`LAST_SHOP_DTTM`))",
              "cover ((`DD`.`CALENDAR_DATE`))"
            ],
            "#time_normal": "00:00.0138",
            "#time_absolute": 0.013839608
          },
          {
            "#operator": "Sequence",
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            },
            "~children": [
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                "#stats": {
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                  "#itemsOut": 748,
                  "#phaseSwitches": 2249,
                  "execTime": "5.788788ms",
                  "kernTime": "8.359014805s"
                },
                "result_terms": [
                  {
                    "as": "property_name",
                    "expr": "cover ((`AR`.`PROPERTY_NAME`))"
                  },
                  {
                    "as": "k_property",
                    "expr": "cover ((`AR`.`K_PROPERTY`))"
                  },
                  {
                    "as": "source_code",
                    "expr": "cover ((`AR`.`SOURCE_CODE`))"
                  },
                  {
                    "as": "source_name",
                    "expr": "cover ((`AR`.`SOURCE_NAME`))"
                  },
                  {
                    "as": "guests",
                    "expr": "cover ((`AR`.`GUESTS`))"
                  },
                  {
                    "as": "los",
                    "expr": "cover ((`AR`.`LOS`))"
                  },
                  {
                    "as": "arrival_date",
                    "expr": "cover ((`AR`.`ARRIVAL_DATE`))"
                  },
                  {
                    "as": "last_shop_dttm",
                    "expr": "cover ((`AR`.`LAST_SHOP_DTTM`))"
                  },
                  {
                    "as": "asof_date",
                    "expr": "cover ((`DD`.`CALENDAR_DATE`))"
                  },
                  {
                    "as": "min_rate",
                    "expr": "min(cover ((`AR`.`RATE`)))"
                  },
                  {
                    "as": "max_rate",
                    "expr": "max(cover ((`AR`.`RATE`)))"
                  }
                ],
                "#time_normal": "00:00.0057",
                "#time_absolute": 0.0057887880000000004
              },
              {
                "#operator": "FinalProject",
                "#stats": {
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                  "kernTime": "5.254758ms"
                },
                "#time_normal": "00:00.0002",
                "#time_absolute": 0.000271138
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            ],
            "#time_normal": "00:00.0000",
            "#time_absolute": 0.000001951
          }
        ],
        "#time_normal": "00:00.0000",
        "#time_absolute": 0.000009031
      },
      "#time_normal": "00:00.0011",
      "#time_absolute": 0.001148683
    },
    {
      "#operator": "Stream",
      "#stats": {
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        "#phaseSwitches": 2995,
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        "kernTime": "8.371459741s"
      },
      "#time_normal": "00:00.0001",
      "#time_absolute": 0.00013239
    }
  ],
  "~versions": [
    "2.0.0-N1QL",
    "6.0.1-2037-enterprise"
  ],
  "#time_normal": "00:00.0000",
  "#time_absolute": 0.000001708
}

Query below :

SELECT AR.PROPERTY_NAME property_name,
       AR.K_PROPERTY k_property,
       AR.SOURCE_CODE source_code,
       AR.SOURCE_NAME source_name,
       AR.GUESTS guests,
       AR.LOS los,
       AR.ARRIVAL_DATE arrival_date,
       AR.LAST_SHOP_DTTM last_shop_dttm,
       DD.CALENDAR_DATE asof_date,
       MIN(AR.RATE) min_rate,
       MAX(AR.RATE) max_rate
FROM D_DATE DD
INNER JOIN ALL_RATES AR ON AR.VALID_FROM_DTTM < date_add_str(DD.CALENDAR_DATE, 1, 'day') AND AR.VALID_TO_DTTM >= DD.CALENDAR_DATE
INNER JOIN H_LOCAL_COMP_SET CS USE HASH(build) ON  AR.K_PROPERTY  = CS.K_COMP_PROPERTY
WHERE DD.CALENDAR_DATE BETWEEN '2019-08-22' AND '2019-08-22'
   AND CS.ENTERPRISE_ID = '607384'
   AND CS.SET_NAME = 'Primary'
   AND CS.IS_SUBSCRIBER = 'N'
   AND CS.K_SUBSCRIBER_PROPERTY = 421000987
   AND AR.ARRIVAL_DATE BETWEEN '2019-09-01'  and '2019-12-31'
   AND AR.SOURCE_NAME = 'Brand.com'
   AND AR.GUESTS = 1
   AND AR.LOS = 1
   AND AR.ROOM_PRODUCT_DESCRIPTION IN  ['Apartment/Multi BR', 'Deluxe', 'Standard', 'Suite']
GROUP BY AR.K_PROPERTY,
AR.PROPERTY_NAME,
AR.SOURCE_CODE,
AR.SOURCE_NAME,
AR.GUESTS,
AR.LOS,
AR.ARRIVAL_DATE,
AR.LAST_SHOP_DTTM,
DD.CALENDAR_DATE

Try your original query with new index

@vsr1 - I did also 
 taking 2min +

Here is Explain plan:

 {
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  "#stats": {
    "#phaseSwitches": 1,
    "execTime": "2.119”s"
  },
  "~children": [
    {
      "#operator": "Authorize",
      "#stats": {
        "#phaseSwitches": 3,
        "execTime": "6.459”s",
        "servTime": "2.370558ms"
      },
      "privileges": {
        "List": [
          {
            "Target": "default:D_DATE",
            "Priv": 7
          },
          {
            "Target": "default:H_LOCAL_COMP_SET",
            "Priv": 7
          },
          {
            "Target": "default:ALL_RATES",
            "Priv": 7
          }
        ]
      },
      "~child": {
        "#operator": "Sequence",
        "#stats": {
          "#phaseSwitches": 1,
          "execTime": "6.803”s"
        },
        "~children": [
          {
            "#operator": "Sequence",
            "#stats": {
              "#phaseSwitches": 1,
              "execTime": "1.84”s"
            },
            "~children": [
              {
                "#operator": "IndexScan3",
                "#stats": {
                  "#itemsOut": 1,
                  "#phaseSwitches": 7,
                  "execTime": "20.586”s",
                  "kernTime": "984ns",
                  "servTime": "1.137267ms"
                },
                "covers": [
                  "cover ((`D_DATE`.`CALENDAR_DATE`))",
                  "cover ((meta(`D_DATE`).`id`))"
                ],
                "index": "D_DATE_CALENDAR_DATE_INDEX",
                "index_id": "2a7dfe118d78e826",
                "index_projection": {
                  "entry_keys": [
                    0
                  ]
                },
                "keyspace": "D_DATE",
                "namespace": "default",
                "spans": [
                  {
                    "exact": true,
                    "range": [
                      {
                        "high": "\"2019-08-22\"",
                        "inclusion": 3,
                        "low": "\"2019-08-22\""
                      }
                    ]
                  }
                ],
                "using": "gsi",
                "#time_normal": "00:00.0011",
                "#time_absolute": 0.001157853
              },
              {
                "#operator": "Sequence",
                "#stats": {
                  "#phaseSwitches": 1,
                  "execTime": "5.255”s"
                },
                "~children": [
                  {
                    "#operator": "Filter",
                    "#stats": {
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                      "#itemsOut": 1,
                      "#phaseSwitches": 7,
                      "execTime": "6.245”s",
                      "kernTime": "1.168993ms"
                    },
                    "condition": "(cover ((`D_DATE`.`CALENDAR_DATE`)) between \"2019-08-22\" and \"2019-08-22\")",
                    "#time_normal": "00:00.0000",
                    "#time_absolute": 0.000006245
                  },
                  {
                    "#operator": "InitialProject",
                    "#stats": {
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                      "kernTime": "1.184568ms"
                    },
                    "result_terms": [
                      {
                        "expr": "cover ((`D_DATE`.`CALENDAR_DATE`))"
                      }
                    ],
                    "#time_normal": "00:00.0000",
                    "#time_absolute": 0.000007062
                  },
                  {
                    "#operator": "FinalProject",
                    "#stats": {
                      "#itemsIn": 1,
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                      "execTime": "1.147”s",
                      "kernTime": "604ns"
                    },
                    "#time_normal": "00:00.0000",
                    "#time_absolute": 0.000001147
                  }
                ],
                "#time_normal": "00:00.0000",
                "#time_absolute": 0.000005255
              }
            ],
            "#time_normal": "00:00.0000",
            "#time_absolute": 0.0000018400000000000002
          },
          {
            "#operator": "Alias",
            "#stats": {
              "#itemsIn": 1,
              "#itemsOut": 1,
              "#phaseSwitches": 7,
              "execTime": "2.62”s",
              "kernTime": "1.21382ms"
            },
            "as": "DD",
            "#time_normal": "00:00.0000",
            "#time_absolute": 0.00000262
          },
          {
            "#operator": "Sequence",
            "#stats": {
              "#phaseSwitches": 1,
              "execTime": "4.572”s"
            },
            "~children": [
              {
                "#operator": "NestedLoopJoin",
                "#stats": {
                  "#itemsIn": 1,
                  "#itemsOut": 17,
                  "#phaseSwitches": 77,
                  "execTime": "60.722”s",
                  "kernTime": "2.290423ms"
                },
                "alias": "CS",
                "on_clause": "((`DD`.`CALENDAR_DATE`) = (`DD`.`CALENDAR_DATE`))",
                "~child": {
                  "#operator": "IndexScan3",
                  "#stats": {
                    "#itemsOut": 17,
                    "#phaseSwitches": 73,
                    "execTime": "63.546”s",
                    "kernTime": "4.277”s",
                    "servTime": "1.018779ms"
                  },
                  "as": "CS",
                  "covers": [
                    "cover ((`CS`.`K_SUBSCRIBER_PROPERTY`))",
                    "cover ((`CS`.`ENTERPRISE_ID`))",
                    "cover ((`CS`.`SET_NAME`))",
                    "cover ((`CS`.`IS_SUBSCRIBER`))",
                    "cover ((`CS`.`K_COMP_PROPERTY`))",
                    "cover ((meta(`CS`).`id`))"
                  ],
                  "index": "H_LOCAL_CS_NKEY_INDEX",
                  "index_id": "e756a6788a7d9c1f",
                  "keyspace": "H_LOCAL_COMP_SET",
                  "namespace": "default",
                  "nested_loop": true,
                  "spans": [
                    {
                      "exact": true,
                      "range": [
                        {
                          "high": "421000987",
                          "inclusion": 3,
                          "low": "421000987"
                        },
                        {
                          "high": "\"607384\"",
                          "inclusion": 3,
                          "low": "\"607384\""
                        },
                        {
                          "high": "\"Primary\"",
                          "inclusion": 3,
                          "low": "\"Primary\""
                        },
                        {
                          "high": "\"N\"",
                          "inclusion": 3,
                          "low": "\"N\""
                        }
                      ]
                    }
                  ],
                  "using": "gsi"
                },
                "#time_normal": "00:00.0000",
                "#time_absolute": 0.000060722
              },
              {
                "#operator": "NestedLoopJoin",
                "#stats": {
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                  "#phaseSwitches": 32805,
                  "execTime": "62.746457ms",
                  "kernTime": "2m9.201755573s"
                },
                "alias": "AR",
                "on_clause": "(cover ((`AR`.`K_PROPERTY`)) = cover ((`CS`.`K_COMP_PROPERTY`)))",
                "~child": {
                  "#operator": "IndexScan3",
                  "#stats": {
                    "#itemsOut": 8175,
                    "#phaseSwitches": 32785,
                    "execTime": "37.950083ms",
                    "kernTime": "2.341664ms",
                    "servTime": "2m9.21811965s"
                  },
                  "as": "AR",
                  "covers": [
                    "cover ((`AR`.`SOURCE_NAME`))",
                    "cover ((`AR`.`GUESTS`))",
                    "cover ((`AR`.`LOS`))",
                    "cover ((`AR`.`ARRIVAL_DATE`))",
                    "cover ((`AR`.`VALID_FROM_DTTM`))",
                    "cover ((`AR`.`VALID_TO_DTTM`))",
                    "cover ((`AR`.`ROOM_PRODUCT_DESCRIPTION`))",
                    "cover ((`AR`.`K_PROPERTY`))",
                    "cover ((`AR`.`SOURCE_CODE`))",
                    "cover ((`AR`.`LAST_SHOP_DTTM`))",
                    "cover ((`AR`.`RATE`))",
                    "cover ((`AR`.`PROPERTY_NAME`))",
                    "cover ((meta(`AR`).`id`))"
                  ],
                  "index": "ALL_RATES_DXP1_INDEX",
                  "index_id": "1c3e1624404c1040",
                  "keyspace": "ALL_RATES",
                  "namespace": "default",
                  "nested_loop": true,
                  "spans": [
                    {
                      "exact": true,
                      "range": [
                        {
                          "high": "\"Brand.com\"",
                          "inclusion": 3,
                          "low": "\"Brand.com\""
                        },
                        {
                          "high": "1",
                          "inclusion": 3,
                          "low": "1"
                        },
                        {
                          "high": "1",
                          "inclusion": 3,
                          "low": "1"
                        },
                        {
                          "high": "\"2019-12-31\"",
                          "inclusion": 3,
                          "low": "\"2019-09-01\""
                        },
                        {
                          "high": "date_add_str((`DD`.`CALENDAR_DATE`), 1, \"day\")",
                          "inclusion": 0,
                          "low": "null"
                        },
                        {
                          "inclusion": 1,
                          "low": "(`DD`.`CALENDAR_DATE`)"
                        },
                        {
                          "high": "\"Apartment/Multi BR\"",
                          "inclusion": 3,
                          "low": "\"Apartment/Multi BR\""
                        },
                        {
                          "high": "cover ((`CS`.`K_COMP_PROPERTY`))",
                          "inclusion": 3,
                          "low": "cover ((`CS`.`K_COMP_PROPERTY`))"
                        }
                      ]
                    },
                    {
                      "exact": true,
                      "range": [
                        {
                          "high": "\"Brand.com\"",
                          "inclusion": 3,
                          "low": "\"Brand.com\""
                        },
                        {
                          "high": "1",
                          "inclusion": 3,
                          "low": "1"
                        },
                        {
                          "high": "1",
                          "inclusion": 3,
                          "low": "1"
                        },
                        {
                          "high": "\"2019-12-31\"",
                          "inclusion": 3,
                          "low": "\"2019-09-01\""
                        },
                        {
                          "high": "date_add_str((`DD`.`CALENDAR_DATE`), 1, \"day\")",
                          "inclusion": 0,
                          "low": "null"
                        },
                        {
                          "inclusion": 1,
                          "low": "(`DD`.`CALENDAR_DATE`)"
                        },
                        {
                          "high": "\"Deluxe\"",
                          "inclusion": 3,
                          "low": "\"Deluxe\""
                        },
                        {
                          "high": "cover ((`CS`.`K_COMP_PROPERTY`))",
                          "inclusion": 3,
                          "low": "cover ((`CS`.`K_COMP_PROPERTY`))"
                        }
                      ]
                    },
                    {
                      "exact": true,
                      "range": [
                        {
                          "high": "\"Brand.com\"",
                          "inclusion": 3,
                          "low": "\"Brand.com\""
                        },
                        {
                          "high": "1",
                          "inclusion": 3,
                          "low": "1"
                        },
                        {
                          "high": "1",
                          "inclusion": 3,
                          "low": "1"
                        },
                        {
                          "high": "\"2019-12-31\"",
                          "inclusion": 3,
                          "low": "\"2019-09-01\""
                        },
                        {
                          "high": "date_add_str((`DD`.`CALENDAR_DATE`), 1, \"day\")",
                          "inclusion": 0,
                          "low": "null"
                        },
                        {
                          "inclusion": 1,
                          "low": "(`DD`.`CALENDAR_DATE`)"
                        },
                        {
                          "high": "\"Standard\"",
                          "inclusion": 3,
                          "low": "\"Standard\""
                        },
                        {
                          "high": "cover ((`CS`.`K_COMP_PROPERTY`))",
                          "inclusion": 3,
                          "low": "cover ((`CS`.`K_COMP_PROPERTY`))"
                        }
                      ]
                    },
                    {
                      "exact": true,
                      "range": [
                        {
                          "high": "\"Brand.com\"",
                          "inclusion": 3,
                          "low": "\"Brand.com\""
                        },
                        {
                          "high": "1",
                          "inclusion": 3,
                          "low": "1"
                        },
                        {
                          "high": "1",
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                          "high": "\"Suite\"",
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                          "low": "\"Suite\""
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                          "high": "cover ((`CS`.`K_COMP_PROPERTY`))",
                          "inclusion": 3,
                          "low": "cover ((`CS`.`K_COMP_PROPERTY`))"
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                      ]
                    }
                  ],
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                  {
                    "as": "guests",
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                  {
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                    "as": "min_rate",
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                  {
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                    "expr": "max(cover ((`AR`.`RATE`)))"
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  "~versions": [
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              "as": "AR",

try this

CREATE INDEX ALL_RATES_DXP_INDEX ON ALL_RATES (SOURCE_NAME, GUESTS, LOS, 
K_PROPERTY, ROOM_PRODUCT_DESCRIPTION
ARRIVAL_DATE, VALID_FROM_DTTM, VALID_TO_DTTM,  SOURCE_CODE ,  LAST_SHOP_DTTM , 
RATE , PROPERTY_NAME );
1 Like

@vsr1

wow ! Coming in Ms with this index : Help me understand this please ?

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                  "cover ((meta(`D_DATE`).`id`))"
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                "index": "D_DATE_CALENDAR_DATE_INDEX",
                "index_id": "2a7dfe118d78e826",
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                    "cover ((`CS`.`SET_NAME`))",
                    "cover ((`CS`.`IS_SUBSCRIBER`))",
                    "cover ((`CS`.`K_COMP_PROPERTY`))",
                    "cover ((meta(`CS`).`id`))"
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                  "index": "H_LOCAL_CS_NKEY_INDEX",
                  "index_id": "e756a6788a7d9c1f",
                  "keyspace": "H_LOCAL_COMP_SET",
                  "namespace": "default",
                  "nested_loop": true,
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                          "high": "421000987",
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                          "low": "421000987"
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                          "high": "\"607384\"",
                          "inclusion": 3,
                          "low": "\"607384\""
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                          "high": "\"Primary\"",
                          "inclusion": 3,
                          "low": "\"Primary\""
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                        {
                          "high": "\"N\"",
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                          "low": "\"N\""
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                    "cover ((meta(`AR`).`id`))"
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                          "low": "1"
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                          "high": "1",
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                          "high": "cover ((`CS`.`K_COMP_PROPERTY`))",
                          "inclusion": 3,
                          "low": "cover ((`CS`.`K_COMP_PROPERTY`))"
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                          "high": "\"Deluxe\"",
                          "inclusion": 3,
                          "low": "\"Deluxe\""
                        },
                        {
                          "high": "\"2019-12-31\"",
                          "inclusion": 3,
                          "low": "\"2019-09-31\""
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                        {
                          "high": "date_add_str((`DD`.`CALENDAR_DATE`), 1, \"day\")",
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                          "low": "null"
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                        {
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                      ]
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                    {
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                          "high": "cover ((`CS`.`K_COMP_PROPERTY`))",
                          "inclusion": 3,
                          "low": "cover ((`CS`.`K_COMP_PROPERTY`))"
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                        {
                          "high": "\"Standard\"",
                          "inclusion": 3,
                          "low": "\"Standard\""
                        },
                        {
                          "high": "\"2019-12-31\"",
                          "inclusion": 3,
                          "low": "\"2019-09-31\""
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                          "high": "date_add_str((`DD`.`CALENDAR_DATE`), 1, \"day\")",
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                          "low": "\"2019-09-31\""
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                  "cover ((`AR`.`GUESTS`))",
                  "cover ((`AR`.`LOS`))",
                  "cover ((`AR`.`ARRIVAL_DATE`))",
                  "cover ((`AR`.`LAST_SHOP_DTTM`))",
                  "(`DD`.`CALENDAR_DATE`)"
                ],
                "#time_normal": "00:00.0827",
                "#time_absolute": 0.082796936
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              "min(cover ((`AR`.`RATE`)))"
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            "group_keys": [
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              "cover ((`AR`.`GUESTS`))",
              "cover ((`AR`.`LOS`))",
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                  },
                  {
                    "as": "last_shop_dttm",
                    "expr": "cover ((`AR`.`LAST_SHOP_DTTM`))"
                  },
                  {
                    "as": "asof_date",
                    "expr": "(`DD`.`CALENDAR_DATE`)"
                  },
                  {
                    "as": "min_rate",
                    "expr": "min(cover ((`AR`.`RATE`)))"
                  },
                  {
                    "as": "max_rate",
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I am seeing you have changed the position of couple of keys here from your first suggestion
 How that helps and how to determine to trace what is the right and effective way from Plan ?

Hi @vsr1 - I have read this document . But still couldn’t figure out how changing the index position improves query performance. May be you can give me a from 1000 feet up version of it what makes you change the position of index looking at plan .
thanks again 

Also do we think any perf improvement can be achieved by making this Index as Partitioned covered Index ?
I am running 3000 concurrent threads and also testing with 3000 in a multiprocessing manner with python thread executor . Multi processing is pretty fast with decent amount of CPU spike ~60% for 2-3 seconds then come down to 7-10% for all 4 nodes . However Multi thread stumbles in between 3000 parallel execution and stops for couple of seconds before proceed. As mentioned I have max-parallelism set with 16 . And max-concurrency from query log set as 56 .
I have logical CPU limit from 20 goes upto 75.
And I am using couchbase cluster connection like below using 2 nodes only :

COUCHBASE_CONNSTR = ‘couchbase://10.xx.xxx.xx:32332,10.xx.xxx.xx.:30525’

Anything you see as bottleneck here ?
thanks

Check out Rule#11 in above link.
High Level: Couchbase Index Scans are Range Scans. Think like index scan uses b-tree like structure (sort by first key, when duplicates sorts by second key like that). If first key is range a to c and second key = 5 then it needs read all the values > = a and >= 5 and all the values of b irrespective of second key , <= c and <= 5. This involves disk i/o and then apply individual keys and eliminate( The picture here https://docs.couchbase.com/server/current/learn/services-and-indexes/indexes/index_pushdowns.html#composite-predicate-pushdown gives easy understanding )

Simple way explain is assume word search in dictionary. each letter is key in the index. first letter is a to p second letter is say r. How many pages you need to read get those words.

Partition index can help.
If you are testing load test 3000 threads don’t recommend max_parallelism at all.
I am not sure about connstr. If you connect 8091 port it automatically do load balance on all query service nodes. or list all the 4 nodes. You can post on sdk section,
Each query service has limit on how many concurrent queries it can run https://docs.couchbase.com/server/current/settings/query-settings.html#servicers ( unbounded 4* numberofcpus, request_plus 16 * numberofcpus). If you need more you must increase number of query nodes .
max-concurrency =56 mean u have 56 cpus, i.e 224 concurrent queries it can run on each query node.

Other option is instead of firing all 3000 threads once you should start one wait sec first then fire others afterwords.
SDK may doing prepared statement. If you do one prepare is complete and other after can reuse prepare. If you start all will do prepare at same time.

1 Like

Perfect . I have read through Rules #11 and this perfectly makes sense and make it easier for index to get results faster .
For max parallelism it was set 1 before I made the change but I could revert back and see if this makes any difference on much better concurrent response. My understanding was “Max_parallelism controls how many threads can run in parallel concurrently for a SINGLE query” and to better use of all logical CPU this helps. Any reason you why are you not recommending this ? And in scenario is suitable use-case for this ?

I will certainly do this cover index partition and will post results .
Will do post on SDK section to understand the loadbalancing across connection specifiers . What I don’t know how the connection pooling occurs in CB and we don’t do open close connections and if all the connections are threadsafe and connection timeout scenario if exist .
In MDS configuration do you recommend to have multiple query nodes . what I am not sure is should we engage more CPU power to Query nodes or Index nodes in faster concurrent connections scenario .

Also in a multipass run sometime I am ending up with below couchbase errors and sometime its running fine 
Not sure what is related to this throwing this exceptions:

couchbase.exceptions._ProtocolError_0x16 (generated, catch ProtocolError): <RC=0x16[Data received on socket was not in the expected format], HTTP Request failed. Examine 'objextra' for full result, Results=1, C Source=(src/http.c,144), OBJ=ViewResult<rc=0x16[Data received on socket was not in the expected format], value=b'},\n', http_status=200, tracing_context=0, tracing_output=None>, Tracing Output={":nokey:0": null}>

If you have few queries running and more cpus Max_parallelism is good so that cpus can be used efficiently. If you are running many queries this can result more memory and thread contentions. You can try which works for you.

In MDS configuration you can have multiple query or index nodes. so that it can scale well.
If you think cpu is not fully utilize and see if u can modify servicers and see if that helps more request per sec

Thanks and that is great simple usecase when should we choose Max Parallelism .

{“completed-limit”:4000,“completed-threshold”:1000,“controls”:false,“cpuprofile”:"",“debug”:false,“keep-alive-length”:16384,“loglevel”:“INFO”,“max-index-api”:3,“max-parallelism”:16,“memprofile”:"",“n1ql-feat-ctrl”:0,“pipeline-batch”:16,“pipeline-cap”:512,“prepared-limit”:16384,“pretty”:false,“profile”:“off”,“request-size-cap”:67108864,“scan-cap”:512,“servicers”:224,“timeout”:0}

This is my servicers settings in each node . CPU is definitely under utilize as 3000 concurrent session it is running in ~10-20% utilization in each node CPU . So bumping upto what limit you think is sustainable ?

i doubt it try double servicers and see

w/o servicers change now I am periodically beaten by this and couple of other weird errors and again this behavior of getting below is random and not happening at all the time 


couchbase.exceptions._TimeoutError_0x17 (generated, catch TimeoutError): <RC=0x17[Client-Side timeout exceeded for operation. Inspect network conditions or increase the timeout], HTTP Request failed. Examine 'objextra' for full result, Results=1, C Source=(src/http.c,144), OBJ=ViewResult<rc=0x17[Client-Side timeout exceeded for operation. Inspect network conditions or increase the timeout], value=None, http_status=0, tracing_context=0, tracing_output=None>, Tracing Output={":nokey:0": null}>

14%|█▍ | 423/2996 [00:20<07:31, 5.70it/s]couchbase.exceptions._ProtocolError_0x16 (generated, catch ProtocolError): <RC=0x16[Data received on socket was not in the expected format], HTTP Request failed. Examine ‘objextra’ for full result, Results=1, C Source=(src/http.c,144),

couchbase.exceptions._ProtocolError_0x16 (generated, catch ProtocolError): <RC=0x16[Data received on socket was not in the expected format], HTTP Request failed. Examine ‘objextra’ for full result, Results=1, C Source=(src/http.c,144), OBJ=ViewResult<rc=0x16[Data received on socket was not in the expected format], value=b’},\n{“arrival_date”:“2019-12-01”,“asof_date”:“2019-08-01”,“guests”:1,“k_property”:432107026,“last_shop_dttm”:“2019-11-28 01:37:20”,“line_status”:“S”,“los”:1,“max_rate”:315.84,“min_rate”:17HTTP/1.1 200 OK\r\nContent-Length: 498\r\nContent-Type: application/json; version=2.0.0-N1QL\r\nDate: Fri, 27 Dec 2019 04:52:26 GMT\r\n\r\n{\n"requestID": “51cdf1bb-45c7-4189-b148-1c211c79683c”,\n"signature":

Looking at this thread if I can get some help to increase from default 75 seconds timeout 
 Is that SDK group is right to address this concerns ?

https://docs.couchbase.com/python-sdk/current/n1ql-queries-with-sdk.html#options

https://docs.couchbase.com/python-sdk/current/client-settings.html
n1ql_timeout

If still question post in Python SDK topic

Thank you 
 Understand the additional fine tune parameter config on N1QL 
 w/o below :
not sure how this is helpful ;

No-result queries

As a convenience for queries which are not intended to yield multiple rows, you may use the returned N1QLRequest object’s execute() method. For queries which are intended to return only a single result, you can use the get_single_result() method. Both of the aforementioned methods are wrappers that iterate over the object internally and are intended to provide additional clarity inside your application’s code.

bkt.n1ql_query("CREATE PRIMARY INDEX ON default").execute()

I am simply using : row_iter = cb.n1ql_query(query) to return the N1QLRequest object , what is additional benefit I will get if I do execute() as well ?

thanks

You should ask on sdk section.