Hi, we have 8 solr servers, split 4x4 across 2 data centers.

We have a collection of around ½ billion documents, split over 100 shards, each 
is replicated 4 times on separate nodes (evenly distributed across both data 
centers).

The problem we have is that when we use cursormark (and also when we don't use 
cursormark the pattern below is the same but just shorter in time) the time it 
takes to query each shard gets progressively longer when distrib=true , I have 
tried to query shards directly (with shards=) and select my own shards to query 
to see if it was a bandwidth bottleneck and the performance is normal / fine - 
when using pre-defined shards.

Does anyone know why the shards become progressively slower when distrib=true? 
Or any suggestions on how I can fix, or how to debug the problem further?

I have monitored the performance of CPU and it never goes above 10% on each 
server, so its not cpu, also the memory usage is about 4gb out of 16gb so its 
not a memory issue either.

I have tried all shard shuffling strategies incase it was a bottleneck at a 
server being over used but as above, the cpu never goes above 10%, and when I 
use shards= there are never any querytime bottlenecks.

Around 

http://2.2.213:8985/solr/Collection_shard16_replica1/|http://1.1.1.16:8985/solr/Collection_shard16_replica2/|http://1.1.1.17:8985/solr/Collection_shard16_replica3/|http://2.2.216:8985/solr/Collection_shard16_replica4/":{
      "numFound":242899,
      "maxScore":null,
      "shardAddress":"http://1.1.1.17:8985/solr/Collection_shard16_replica3";,
      "time":134},

The timings get progressively worse, (there is a pattern, the time it takes to 
run queries on shards increasingly gets worse after about the first 60 entries 
- even though the earlier ones took a few milliseconds)

Here is my trace output

{
  "responseHeader":{
    "status":0,
    "QTime":50093,
    "params":{
      "shard.shuffling.strategy":"query",
      "sort":"id ASC",
      "indent":"true",
      "q":"spec_country:\"United Kingdom\"",
      "shards.info":"true",
      "distrib":"true",
      "cursorMark":"*",
      "wt":"json",
      "rows":"0"}},
  "shards.info":{
    
"http://1.1.1.17:8985/solr/Collection_shard78_replica3/|http://2.2.216:8985/solr/Collection_shard78_replica4/|http://2.2.213:8985/solr/Collection_shard78_replica1/|http://1.1.1.16:8985/solr/Collection_shard78_replica2/":{
      "numFound":243009,
      "maxScore":null,
      "shardAddress":"http://1.1.1.16:8985/solr/Collection_shard78_replica2";,
      "time":24},
    
"http://2.2.213:8985/solr/Collection_shard24_replica1/|http://1.1.1.16:8985/solr/Collection_shard24_replica2/|http://1.1.1.17:8985/solr/Collection_shard24_replica3/|http://2.2.216:8985/solr/Collection_shard24_replica4/":{
      "numFound":242309,
      "maxScore":null,
      "shardAddress":"http://1.1.1.16:8985/solr/Collection_shard24_replica2";,
      "time":23},
    
"http://1.1.1.17:8985/solr/Collection_shard70_replica3/|http://2.2.213:8985/solr/Collection_shard70_replica1/|http://1.1.1.16:8985/solr/Collection_shard70_replica2/|http://2.2.216:8985/solr/Collection_shard70_replica4/":{
     "numFound":242727,
      "maxScore":null,
      "shardAddress":"http://1.1.1.16:8985/solr/Collection_shard70_replica2";,
      "time":23},
    
"http://2.2.216:8985/solr/Collection_shard76_replica4/|http://1.1.1.17:8985/solr/Collection_shard76_replica3/|http://2.2.213:8985/solr/Collection_shard76_replica1/|http://1.1.1.16:8985/solr/Collection_shard76_replica2/":{
      "numFound":243324,
      "maxScore":null,
      "shardAddress":"http://2.2.216:8985/solr/Collection_shard76_replica4";,
      "time":26},
    
"http://2.2.214:8985/solr/Collection_shard29_replica1/|http://1.1.1.18:8985/solr/Collection_shard29_replica2/|http://1.1.1.15:8985/solr/Collection_shard29_replica3/|http://2.2.215:8985/solr/Collection_shard29_replica4/":{
      "numFound":242559,
      "maxScore":null,
      "shardAddress":"http://2.2.214:8985/solr/Collection_shard29_replica1";,
      "time":25},
    
"http://1.1.1.17:8985/solr/Collection_shard74_replica3/|http://2.2.213:8985/solr/Collection_shard74_replica1/|http://2.2.216:8985/solr/Collection_shard74_replica4/|http://1.1.1.16:8985/solr/Collection_shard74_replica2/":{
      "numFound":242419,
      "maxScore":null,
      "shardAddress":"http://2.2.216:8985/solr/Collection_shard74_replica4";,
      "time":24},
    
"http://1.1.1.18:8985/solr/Collection_shard33_replica2/|http://1.1.1.15:8985/solr/Collection_shard33_replica3/|http://2.2.214:8985/solr/Collection_shard33_replica1/|http://2.2.215:8985/solr/Collection_shard33_replica4/":{
      "numFound":242571,
      "maxScore":null,
      "shardAddress":"http://2.2.214:8985/solr/Collection_shard33_replica1";,
      "time":25},
    
"http://1.1.1.18:8985/solr/Collection_shard77_replica2/|http://2.2.215:8985/solr/Collection_shard77_replica4/|http://1.1.1.15:8985/solr/Collection_shard77_replica3/|http://2.2.214:8985/solr/Collection_shard77_replica1/":{
      "numFound":242901,
      "maxScore":null,
      "shardAddress":"http://2.2.215:8985/solr/Collection_shard77_replica4";,
      "time":27},
    
"http://1.1.1.18:8985/solr/Collection_shard75_replica2/|http://2.2.215:8985/solr/Collection_shard75_replica4/|http://1.1.1.15:8985/solr/Collection_shard75_replica3/|http://2.2.214:8985/solr/Collection_shard75_replica1/":{
      "numFound":242731,
      "maxScore":null,
      "shardAddress":"http://1.1.1.15:8985/solr/Collection_shard75_replica3";,
      "time":29},
    
"http://2.2.213:8985/solr/Collection_shard72_replica1/|http://1.1.1.17:8985/solr/Collection_shard72_replica3/|http://2.2.216:8985/solr/Collection_shard72_replica4/|http://1.1.1.16:8985/solr/Collection_shard72_replica2/":{
      "numFound":243030,
      "maxScore":null,
      "shardAddress":"http://2.2.216:8985/solr/Collection_shard72_replica4";,
      "time":28},
    
"http://2.2.213:8985/solr/Collection_shard26_replica1/|http://1.1.1.17:8985/solr/Collection_shard26_replica3/|http://1.1.1.16:8985/solr/Collection_shard26_replica2/|http://2.2.216:8985/solr/Collection_shard26_replica4/":{
      "numFound":243083,
      "maxScore":null,
      "shardAddress":"http://1.1.1.16:8985/solr/Collection_shard26_replica2";,
      "time":29},
    
"http://1.1.1.18:8985/solr/Collection_shard25_replica2/|http://1.1.1.15:8985/solr/Collection_shard25_replica3/|http://2.2.214:8985/solr/Collection_shard25_replica1/|http://2.2.215:8985/solr/Collection_shard25_replica4/":{
      "numFound":243050,
      "maxScore":null,
      "shardAddress":"http://2.2.215:8985/solr/Collection_shard25_replica4";,
      "time":29},
    
"http://2.2.215:8985/solr/Collection_shard73_replica4/|http://1.1.1.18:8985/solr/Collection_shard73_replica2/|http://1.1.1.15:8985/solr/Collection_shard73_replica3/|http://2.2.214:8985/solr/Collection_shard73_replica1/":{
      "numFound":243667,
      "maxScore":null,
      "shardAddress":"http://2.2.215:8985/solr/Collection_shard73_replica4";,
      "time":29},
    
"http://2.2.215:8985/solr/Collection_shard71_replica4/|http://1.1.1.18:8985/solr/Collection_shard71_replica2/|http://1.1.1.15:8985/solr/Collection_shard71_replica3/|http://2.2.214:8985/solr/Collection_shard71_replica1/":{
      "numFound":242827,
      "maxScore":null,
      "shardAddress":"http://1.1.1.18:8985/solr/Collection_shard71_replica2";,
      "time":34},
    
"http://2.2.213:8985/solr/Collection_shard32_replica1/|http://1.1.1.17:8985/solr/Collection_shard32_replica3/|http://1.1.1.16:8985/solr/Collection_shard32_replica2/|http://2.2.216:8985/solr/Collection_shard32_replica4/":{
      "numFound":242320,
      "maxScore":null,
      "shardAddress":"http://2.2.216:8985/solr/Collection_shard32_replica4";,
      "time":33},
    
"http://2.2.215:8985/solr/Collection_shard69_replica4/|http://1.1.1.18:8985/solr/Collection_shard69_replica2/|http://1.1.1.15:8985/solr/Collection_shard69_replica3/|http://2.2.214:8985/solr/Collection_shard69_replica1/":{
      "numFound":243481,
      "maxScore":null,
      "shardAddress":"http://2.2.214:8985/solr/Collection_shard69_replica1";,
      "time":33},
    
"http://1.1.1.18:8985/solr/Collection_shard31_replica2/|http://1.1.1.15:8985/solr/Collection_shard31_replica3/|http://2.2.214:8985/solr/Collection_shard31_replica1/|http://2.2.215:8985/solr/Collection_shard31_replica4/":{
      "numFound":242878,
      "maxScore":null,
      "shardAddress":"http://2.2.215:8985/solr/Collection_shard31_replica4";,
      "time":34},
    
"http://2.2.214:8985/solr/Collection_shard59_replica1/|http://2.2.215:8985/solr/Collection_shard59_replica4/|http://1.1.1.15:8985/solr/Collection_shard59_replica3/|http://1.1.1.18:8985/solr/Collection_shard59_replica2/":{
      "numFound":243374,
      "maxScore":null,
      "shardAddress":"http://1.1.1.15:8985/solr/Collection_shard59_replica3";,
      "time":20},
    
"http://1.1.1.18:8985/solr/Collection_shard23_replica2/|http://1.1.1.15:8985/solr/Collection_shard23_replica3/|http://2.2.214:8985/solr/Collection_shard23_replica1/|http://2.2.215:8985/solr/Collection_shard23_replica4/":{
      "numFound":243482,
      "maxScore":null,
      "shardAddress":"http://2.2.214:8985/solr/Collection_shard23_replica1";,
      "time":22},
    
"http://1.1.1.17:8985/solr/Collection_shard68_replica3/|http://2.2.213:8985/solr/Collection_shard68_replica1/|http://1.1.1.16:8985/solr/Collection_shard68_replica2/|http://2.2.216:8985/solr/Collection_shard68_replica4/":{
      "numFound":242898,
      "maxScore":null,
      "shardAddress":"http://1.1.1.17:8985/solr/Collection_shard68_replica3";,
      "time":35},
    
"http://1.1.1.17:8985/solr/Collection_shard60_replica3/|http://2.2.213:8985/solr/Collection_shard60_replica1/|http://2.2.216:8985/solr/Collection_shard60_replica4/|http://1.1.1.16:8985/solr/Collection_shard60_replica2/":{
      "numFound":243392,
      "maxScore":null,
      "shardAddress":"http://1.1.1.16:8985/solr/Collection_shard60_replica2";,
      "time":23},
    
"http://1.1.1.18:8985/solr/Collection_shard15_replica2/|http://1.1.1.15:8985/solr/Collection_shard15_replica3/|http://2.2.214:8985/solr/Collection_shard15_replica1/|http://2.2.215:8985/solr/Collection_shard15_replica4/":{
      "numFound":242558,
      "maxScore":null,
      "shardAddress":"http://1.1.1.15:8985/solr/Collection_shard15_replica3";,
      "time":26},
    
"http://1.1.1.18:8985/solr/Collection_shard21_replica2/|http://1.1.1.15:8985/solr/Collection_shard21_replica3/|http://2.2.214:8985/solr/Collection_shard21_replica1/|http://2.2.215:8985/solr/Collection_shard21_replica4/":{
      "numFound":242492,
      "maxScore":null,
      "shardAddress":"http://1.1.1.15:8985/solr/Collection_shard21_replica3";,
      "time":25},
    
"http://1.1.1.17:8985/solr/Collection_shard64_replica3/|http://2.2.216:8985/solr/Collection_shard64_replica4/|http://2.2.213:8985/solr/Collection_shard64_replica1/|http://1.1.1.16:8985/solr/Collection_shard64_replica2/":{
      "numFound":243205,
      "maxScore":null,
      "shardAddress":"http://2.2.216:8985/solr/Collection_shard64_replica4";,
      "time":25},
    
"http://1.1.1.17:8985/solr/Collection_shard94_replica3/|http://2.2.213:8985/solr/Collection_shard94_replica1/|http://2.2.216:8985/solr/Collection_shard94_replica4/|http://1.1.1.16:8985/solr/Collection_shard94_replica2/":{
      "numFound":242995,
      "maxScore":null,
      "shardAddress":"http://1.1.1.16:8985/solr/Collection_shard94_replica2";,
      "time":21},
    
"http://1.1.1.17:8985/solr/Collection_shard98_replica3/|http://2.2.216:8985/solr/Collection_shard98_replica4/|http://2.2.213:8985/solr/Collection_shard98_replica1/|http://1.1.1.16:8985/solr/Collection_shard98_replica2/":{
      "numFound":243837,
      "maxScore":null,
      "shardAddress":"http://1.1.1.16:8985/solr/Collection_shard98_replica2";,
      "time":18},
    
"http://2.2.213:8985/solr/Collection_shard28_replica1/|http://1.1.1.16:8985/solr/Collection_shard28_replica2/|http://1.1.1.17:8985/solr/Collection_shard28_replica3/|http://2.2.216:8985/solr/Collection_shard28_replica4/":{
      "numFound":242576,
      "maxScore":null,
      "shardAddress":"http://1.1.1.17:8985/solr/Collection_shard28_replica3";,
      "time":42},
    
"http://2.2.213:8985/solr/Collection_shard34_replica1/|http://1.1.1.16:8985/solr/Collection_shard34_replica2/|http://1.1.1.17:8985/solr/Collection_shard34_replica3/|http://2.2.216:8985/solr/Collection_shard34_replica4/":{
      "numFound":243883,
      "maxScore":null,
      "shardAddress":"http://1.1.1.17:8985/solr/Collection_shard34_replica3";,
      "time":41},
    
"http://2.2.215:8985/solr/Collection_shard61_replica4/|http://1.1.1.18:8985/solr/Collection_shard61_replica2/|http://1.1.1.15:8985/solr/Collection_shard61_replica3/|http://2.2.214:8985/solr/Collection_shard61_replica1/":{
      "numFound":244110,
      "maxScore":null,
      "shardAddress":"http://2.2.215:8985/solr/Collection_shard61_replica4";,
      "time":29},
    
"http://1.1.1.18:8985/solr/Collection_shard17_replica2/|http://2.2.214:8985/solr/Collection_shard17_replica1/|http://1.1.1.15:8985/solr/Collection_shard17_replica3/|http://2.2.215:8985/solr/Collection_shard17_replica4/":{
      "numFound":243370,
      "maxScore":null,
      "shardAddress":"http://1.1.1.15:8985/solr/Collection_shard17_replica3";,
      "time":42},
    
"http://2.2.213:8985/solr/Collection_shard22_replica1/|http://1.1.1.17:8985/solr/Collection_shard22_replica3/|http://1.1.1.16:8985/solr/Collection_shard22_replica2/|http://2.2.216:8985/solr/Collection_shard22_replica4/":{
      "numFound":242412,
      "maxScore":null,
      "shardAddress":"http://2.2.213:8985/solr/Collection_shard22_replica1";,
      "time":29},
    
"http://2.2.213:8985/solr/Collection_shard20_replica1/|http://1.1.1.16:8985/solr/Collection_shard20_replica2/|http://1.1.1.17:8985/solr/Collection_shard20_replica3/|http://2.2.216:8985/solr/Collection_shard20_replica4/":{
      "numFound":243885,
      "maxScore":null,
      "shardAddress":"http://2.2.213:8985/solr/Collection_shard20_replica1";,
      "time":30},
    
"http://2.2.215:8985/solr/Collection_shard47_replica4/|http://1.1.1.18:8985/solr/Collection_shard47_replica2/|http://1.1.1.15:8985/solr/Collection_shard47_replica3/|http://2.2.214:8985/solr/Collection_shard47_replica1/":{
      "numFound":243191,
      "maxScore":null,
      "shardAddress":"http://1.1.1.18:8985/solr/Collection_shard47_replica2";,
      "time":22},
    
"http://1.1.1.18:8985/solr/Collection_shard19_replica2/|http://1.1.1.15:8985/solr/Collection_shard19_replica3/|http://2.2.214:8985/solr/Collection_shard19_replica1/|http://2.2.215:8985/solr/Collection_shard19_replica4/":{
      "numFound":242392,
      "maxScore":null,
      "shardAddress":"http://1.1.1.18:8985/solr/Collection_shard19_replica2";,
      "time":44},
    
"http://2.2.215:8985/solr/Collection_shard97_replica4/|http://1.1.1.15:8985/solr/Collection_shard97_replica3/|http://1.1.1.18:8985/solr/Collection_shard97_replica2/|http://2.2.214:8985/solr/Collection_shard97_replica1/":{
      "numFound":243004,
      "maxScore":null,
      "shardAddress":"http://2.2.214:8985/solr/Collection_shard97_replica1";,
      "time":23},
    
"http://1.1.1.17:8985/solr/Collection_shard2_replica3/|http://2.2.213:8985/solr/Collection_shard2_replica1/|http://1.1.1.16:8985/solr/Collection_shard2_replica2/|http://2.2.216:8985/solr/Collection_shard2_replica4/":{
      "numFound":242394,
      "maxScore":null,
      "shardAddress":"http://1.1.1.16:8985/solr/Collection_shard2_replica2";,
      "time":18},
    
"http://2.2.215:8985/solr/Collection_shard67_replica4/|http://1.1.1.18:8985/solr/Collection_shard67_replica2/|http://1.1.1.15:8985/solr/Collection_shard67_replica3/|http://2.2.214:8985/solr/Collection_shard67_replica1/":{
      "numFound":242803,
      "maxScore":null,
      "shardAddress":"http://1.1.1.18:8985/solr/Collection_shard67_replica2";,
      "time":45},
    
"http://1.1.1.18:8985/solr/Collection_shard13_replica2/|http://1.1.1.15:8985/solr/Collection_shard13_replica3/|http://2.2.214:8985/solr/Collection_shard13_replica1/|http://2.2.215:8985/solr/Collection_shard13_replica4/":{
      "numFound":242987,
      "maxScore":null,
      "shardAddress":"http://1.1.1.18:8985/solr/Collection_shard13_replica2";,
      "time":34},
    
"http://1.1.1.15:8985/solr/Collection_shard93_replica3/|http://1.1.1.18:8985/solr/Collection_shard93_replica2/|http://2.2.215:8985/solr/Collection_shard93_replica4/|http://2.2.214:8985/solr/Collection_shard93_replica1/":{
      "numFound":242626,
      "maxScore":null,
      "shardAddress":"http://1.1.1.18:8985/solr/Collection_shard93_replica2";,
      "time":30},
    
"http://1.1.1.17:8985/solr/Collection_shard66_replica3/|http://2.2.216:8985/solr/Collection_shard66_replica4/|http://1.1.1.16:8985/solr/Collection_shard66_replica2/|http://2.2.213:8985/solr/Collection_shard66_replica1/":{
      "numFound":242834,
      "maxScore":null,
      "shardAddress":"http://2.2.213:8985/solr/Collection_shard66_replica1";,
      "time":47},
    
"http://2.2.213:8985/solr/Collection_shard18_replica1/|http://1.1.1.17:8985/solr/Collection_shard18_replica3/|http://1.1.1.16:8985/solr/Collection_shard18_replica2/|http://2.2.216:8985/solr/Collection_shard18_replica4/":{
      "numFound":242419,
      "maxScore":null,
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