diff --git a/ydb/core/kqp/host/kqp_runner.cpp b/ydb/core/kqp/host/kqp_runner.cpp
index 2925bd58a32a..6db4bb3285be 100644
--- a/ydb/core/kqp/host/kqp_runner.cpp
+++ b/ydb/core/kqp/host/kqp_runner.cpp
@@ -6,6 +6,7 @@
 #include <ydb/core/kqp/opt/logical/kqp_opt_log.h>
 #include <ydb/core/kqp/opt/kqp_statistics_transformer.h>
 #include <ydb/core/kqp/opt/kqp_constant_folding_transformer.h>
+#include <ydb/core/kqp/opt/logical/kqp_opt_cbo.h>
 
 
 #include <ydb/core/kqp/opt/physical/kqp_opt_phy.h>
@@ -20,6 +21,8 @@
 #include <ydb/library/yql/core/services/yql_transform_pipeline.h>
 #include <ydb/library/yql/core/yql_opt_proposed_by_data.h>
 
+#include <ydb/library/yql/providers/dq/common/yql_dq_settings.h>
+
 #include <util/generic/is_in.h>
 
 namespace NKikimr {
@@ -143,6 +146,7 @@ class TKqpRunner : public IKqpRunner {
         , OptimizeCtx(MakeIntrusive<TKqpOptimizeContext>(cluster, Config, sessionCtx->QueryPtr(),
             sessionCtx->TablesPtr()))
         , BuildQueryCtx(MakeIntrusive<TKqpBuildQueryContext>())
+        , Pctx(TKqpProviderContext(*OptimizeCtx, Config->CostBasedOptimizationLevel.Get().GetOrElse(TDqSettings::TDefault::CostBasedOptimizationLevel)))
     {
         CreateGraphTransformer(typesCtx, sessionCtx, funcRegistry);
     }
@@ -259,8 +263,8 @@ class TKqpRunner : public IKqpRunner {
             .AddPostTypeAnnotation(/* forSubgraph */ true)
             .AddCommonOptimization()
             .Add(CreateKqpConstantFoldingTransformer(OptimizeCtx, *typesCtx, Config), "ConstantFolding")
-            .Add(CreateKqpStatisticsTransformer(OptimizeCtx, *typesCtx, Config), "Statistics")
-            .Add(CreateKqpLogOptTransformer(OptimizeCtx, *typesCtx, Config), "LogicalOptimize")
+            .Add(CreateKqpStatisticsTransformer(OptimizeCtx, *typesCtx, Config, Pctx), "Statistics")
+            .Add(CreateKqpLogOptTransformer(OptimizeCtx, *typesCtx, Config, Pctx), "LogicalOptimize")
             .Add(CreateLogicalDataProposalsInspector(*typesCtx), "ProvidersLogicalOptimize")
             .Add(CreateKqpPhyOptTransformer(OptimizeCtx, *typesCtx), "KqpPhysicalOptimize")
             .Add(CreatePhysicalDataProposalsInspector(*typesCtx), "ProvidersPhysicalOptimize")
@@ -293,7 +297,7 @@ class TKqpRunner : public IKqpRunner {
             .AddTypeAnnotationTransformer(CreateKqpTypeAnnotationTransformer(Cluster, sessionCtx->TablesPtr(), *typesCtx, Config))
             .AddPostTypeAnnotation()
             .Add(CreateKqpBuildPhysicalQueryTransformer(OptimizeCtx, BuildQueryCtx), "BuildPhysicalQuery")
-            .Add(CreateKqpStatisticsTransformer(OptimizeCtx, *typesCtx, Config), "Statistics")
+            .Add(CreateKqpStatisticsTransformer(OptimizeCtx, *typesCtx, Config, Pctx), "Statistics")
             .Build(false);
 
         auto physicalPeepholeTransformer = TTransformationPipeline(typesCtx)
@@ -355,6 +359,8 @@ class TKqpRunner : public IKqpRunner {
     TIntrusivePtr<TKqpOptimizeContext> OptimizeCtx;
     TIntrusivePtr<TKqpBuildQueryContext> BuildQueryCtx;
 
+    TKqpProviderContext Pctx;
+
     TAutoPtr<IGraphTransformer> Transformer;
 };
 
diff --git a/ydb/core/kqp/opt/kqp_query_plan.cpp b/ydb/core/kqp/opt/kqp_query_plan.cpp
index d2778ba244ea..86a1dfa0b1a6 100644
--- a/ydb/core/kqp/opt/kqp_query_plan.cpp
+++ b/ydb/core/kqp/opt/kqp_query_plan.cpp
@@ -14,6 +14,7 @@
 #include <ydb/library/yql/dq/type_ann/dq_type_ann.h>
 #include <ydb/library/yql/dq/tasks/dq_tasks_graph.h>
 #include <ydb/library/yql/utils/plan/plan_utils.h>
+#include <ydb/library/yql/providers/dq/common/yql_dq_settings.h>
 
 #include <library/cpp/json/writer/json.h>
 #include <library/cpp/json/json_reader.h>
@@ -1357,7 +1358,7 @@ class TxPlanSerializer {
     }
 
     void AddOptimizerEstimates(TOperator& op, const TExprBase& expr) {
-        if (!SerializerCtx.Config->HasOptEnableCostBasedOptimization()) {
+        if (SerializerCtx.Config->CostBasedOptimizationLevel.Get().GetOrElse(TDqSettings::TDefault::CostBasedOptimizationLevel)==0) {
             return;
         }
 
diff --git a/ydb/core/kqp/opt/kqp_statistics_transformer.cpp b/ydb/core/kqp/opt/kqp_statistics_transformer.cpp
index a5594b43c8b8..ae12cba6c887 100644
--- a/ydb/core/kqp/opt/kqp_statistics_transformer.cpp
+++ b/ydb/core/kqp/opt/kqp_statistics_transformer.cpp
@@ -3,6 +3,9 @@
 #include <ydb/library/yql/dq/opt/dq_opt_stat.h>
 #include <ydb/library/yql/core/yql_cost_function.h>
 
+#include <ydb/library/yql/providers/dq/common/yql_dq_settings.h>
+
+
 #include <charconv>
 
 using namespace NYql;
@@ -187,7 +190,7 @@ IGraphTransformer::TStatus TKqpStatisticsTransformer::DoTransform(TExprNode::TPt
     TExprNode::TPtr& output, TExprContext& ctx) {
 
     output = input;
-    if (!Config->HasOptEnableCostBasedOptimization()) {
+    if (Config->CostBasedOptimizationLevel.Get().GetOrElse(TDqSettings::TDefault::CostBasedOptimizationLevel) == 0) {
         return IGraphTransformer::TStatus::Ok;
     }
 
@@ -238,6 +241,6 @@ bool TKqpStatisticsTransformer::AfterLambdasSpecific(const TExprNode::TPtr& inpu
 }
 
 TAutoPtr<IGraphTransformer> NKikimr::NKqp::CreateKqpStatisticsTransformer(const TIntrusivePtr<TKqpOptimizeContext>& kqpCtx,
-    TTypeAnnotationContext& typeCtx, const TKikimrConfiguration::TPtr& config) {
-    return THolder<IGraphTransformer>(new TKqpStatisticsTransformer(kqpCtx, typeCtx, config));
+    TTypeAnnotationContext& typeCtx, const TKikimrConfiguration::TPtr& config, const TKqpProviderContext& pctx) {
+    return THolder<IGraphTransformer>(new TKqpStatisticsTransformer(kqpCtx, typeCtx, config, pctx));
 }
diff --git a/ydb/core/kqp/opt/kqp_statistics_transformer.h b/ydb/core/kqp/opt/kqp_statistics_transformer.h
index 3f4d9a3a39c5..3c54c7ee768f 100644
--- a/ydb/core/kqp/opt/kqp_statistics_transformer.h
+++ b/ydb/core/kqp/opt/kqp_statistics_transformer.h
@@ -5,6 +5,7 @@
 #include <ydb/library/yql/core/yql_statistics.h>
 
 #include <ydb/core/kqp/common/kqp_yql.h>
+#include <ydb/core/kqp/opt/logical/kqp_opt_cbo.h>
 #include <ydb/library/yql/core/yql_graph_transformer.h>
 #include <ydb/library/yql/core/yql_expr_optimize.h>
 #include <ydb/library/yql/core/yql_expr_type_annotation.h>
@@ -33,8 +34,8 @@ class TKqpStatisticsTransformer : public NYql::NDq::TDqStatisticsTransformerBase
 
     public:
         TKqpStatisticsTransformer(const TIntrusivePtr<TKqpOptimizeContext>& kqpCtx, TTypeAnnotationContext& typeCtx, 
-            const TKikimrConfiguration::TPtr& config) : 
-            TDqStatisticsTransformerBase(&typeCtx),
+            const TKikimrConfiguration::TPtr& config, const TKqpProviderContext& pctx) : 
+            TDqStatisticsTransformerBase(&typeCtx, pctx),
             Config(config),
             KqpCtx(*kqpCtx) {}
 
@@ -47,6 +48,6 @@ class TKqpStatisticsTransformer : public NYql::NDq::TDqStatisticsTransformerBase
 };
 
 TAutoPtr<IGraphTransformer> CreateKqpStatisticsTransformer(const TIntrusivePtr<TKqpOptimizeContext>& kqpCtx, 
-    TTypeAnnotationContext& typeCtx, const TKikimrConfiguration::TPtr& config);
+    TTypeAnnotationContext& typeCtx, const TKikimrConfiguration::TPtr& config, const TKqpProviderContext& pctx);
 }
 }
diff --git a/ydb/core/kqp/opt/logical/kqp_opt_cbo.cpp b/ydb/core/kqp/opt/logical/kqp_opt_cbo.cpp
new file mode 100644
index 000000000000..b421ba29757f
--- /dev/null
+++ b/ydb/core/kqp/opt/logical/kqp_opt_cbo.cpp
@@ -0,0 +1,164 @@
+#include "kqp_opt_cbo.h"
+#include "kqp_opt_log_impl.h"
+
+#include <ydb/library/yql/core/yql_opt_utils.h>
+#include <ydb/library/yql/utils/log/log.h>
+
+
+namespace NKikimr::NKqp::NOpt {
+
+using namespace NYql;
+using namespace NYql::NCommon;
+using namespace NYql::NDq;
+using namespace NYql::NNodes;
+
+namespace {
+
+/**
+ * KQP specific rule to check if a LookupJoin is applicable
+*/
+bool IsLookupJoinApplicableDetailed(const std::shared_ptr<NYql::TRelOptimizerNode>& node, const TVector<TString>& joinColumns, const TKqpProviderContext& ctx) {
+
+    auto rel = std::static_pointer_cast<TKqpRelOptimizerNode>(node);
+    auto expr = TExprBase(rel->Node);
+
+    if (ctx.KqpCtx.IsScanQuery() && !ctx.KqpCtx.Config->EnableKqpScanQueryStreamIdxLookupJoin) {
+        return false;
+    }
+
+    if (find_if(joinColumns.begin(), joinColumns.end(), [&] (const TString& s) { return node->Stats->KeyColumns[0] == s;})) {
+        return true;
+    }
+
+    auto readMatch = MatchRead<TKqlReadTable>(expr);
+    TMaybeNode<TKqlKeyInc> maybeTablePrefix;
+    size_t prefixSize;
+
+    if (readMatch) {
+        if (readMatch->FlatMap && !IsPassthroughFlatMap(readMatch->FlatMap.Cast(), nullptr)){
+            return false;
+        }
+        auto read = readMatch->Read.Cast<TKqlReadTable>();
+        maybeTablePrefix = GetRightTableKeyPrefix(read.Range());
+
+        if (!maybeTablePrefix) {
+            return false;
+        }
+
+         prefixSize = maybeTablePrefix.Cast().ArgCount();
+
+        if (!prefixSize) {
+            return true;
+        }
+    } 
+    else {
+        readMatch = MatchRead<TKqlReadTableRangesBase>(expr);
+        if (readMatch) {
+            if (readMatch->FlatMap && !IsPassthroughFlatMap(readMatch->FlatMap.Cast(), nullptr)){
+                return false;
+            }
+            auto read = readMatch->Read.Cast<TKqlReadTableRangesBase>();
+            if (TCoVoid::Match(read.Ranges().Raw())) {
+                return true;
+            } else {
+                auto prompt = TKqpReadTableExplainPrompt::Parse(read);
+
+                if (prompt.PointPrefixLen != prompt.UsedKeyColumns.size()) {
+                    return false;
+                }
+
+                if (prompt.ExpectedMaxRanges != TMaybe<ui64>(1)) {
+                    return false;
+                }
+                prefixSize = prompt.PointPrefixLen;
+            }
+        }
+    }
+    if (! readMatch) {
+        return false;
+    }
+
+    if (prefixSize < node->Stats->KeyColumns.size() && !(find_if(joinColumns.begin(), joinColumns.end(), [&] (const TString& s) {
+            return node->Stats->KeyColumns[prefixSize] == s;
+        }))){
+            return false;
+        }
+
+    return true;
+}
+
+bool IsLookupJoinApplicable(std::shared_ptr<IBaseOptimizerNode> left, 
+    std::shared_ptr<IBaseOptimizerNode> right, 
+    const std::set<std::pair<TJoinColumn, TJoinColumn>>& joinConditions,
+    TKqpProviderContext& ctx) {
+
+    Y_UNUSED(left);
+
+    auto rightStats = right->Stats;
+
+    if (rightStats->Type != EStatisticsType::BaseTable) {
+        return false;
+    }
+    if (joinConditions.size() > rightStats->KeyColumns.size()) {
+        return false;
+    }
+
+    for (auto [leftCol, rightCol] : joinConditions) {
+        if (! find_if(rightStats->KeyColumns.begin(), rightStats->KeyColumns.end(), 
+            [rightCol] (const TString& s) {
+            return rightCol.AttributeName == s;
+        } )) {
+            return false;
+        }
+    }
+
+    TVector<TString> joinKeys;
+    for( auto [leftJc, rightJc] : joinConditions ) {
+        joinKeys.emplace_back( rightJc.AttributeName);
+    }
+
+    return IsLookupJoinApplicableDetailed(std::static_pointer_cast<TRelOptimizerNode>(right), joinKeys, ctx);
+}
+
+}
+
+bool TKqpProviderContext::IsJoinApplicable(const std::shared_ptr<IBaseOptimizerNode>& left, 
+    const std::shared_ptr<IBaseOptimizerNode>& right, 
+    const std::set<std::pair<NDq::TJoinColumn, NDq::TJoinColumn>>& joinConditions,
+    EJoinAlgoType joinAlgo)  {
+
+    switch( joinAlgo ) {
+        case EJoinAlgoType::LookupJoin:
+            if (OptLevel==2 && left->Stats->Nrows > 10e3) {
+                return false;
+            }
+            return IsLookupJoinApplicable(left, right, joinConditions, *this);
+
+        case EJoinAlgoType::DictJoin:
+            return right->Stats->Nrows < 10e5;
+        case EJoinAlgoType::MapJoin:
+            return right->Stats->Nrows < 10e6;
+        case EJoinAlgoType::GraceJoin:
+            return true;
+    }
+}
+
+double TKqpProviderContext::ComputeJoinCost(const TOptimizerStatistics& leftStats, const TOptimizerStatistics& rightStats, EJoinAlgoType joinAlgo) const  {
+
+    switch(joinAlgo) {
+        case EJoinAlgoType::LookupJoin:
+            if (OptLevel==1) {
+                return -1;
+            }
+            return leftStats.Nrows;
+        case EJoinAlgoType::DictJoin:
+            return leftStats.Nrows + 1.7 * rightStats.Nrows;
+        case EJoinAlgoType::MapJoin:
+            return leftStats.Nrows + 1.8 * rightStats.Nrows;
+        case EJoinAlgoType::GraceJoin:
+            return leftStats.Nrows + 2.0 * rightStats.Nrows;
+    }
+}
+
+
+}
\ No newline at end of file
diff --git a/ydb/core/kqp/opt/logical/kqp_opt_cbo.h b/ydb/core/kqp/opt/logical/kqp_opt_cbo.h
new file mode 100644
index 000000000000..13b6b0200ec5
--- /dev/null
+++ b/ydb/core/kqp/opt/logical/kqp_opt_cbo.h
@@ -0,0 +1,37 @@
+#pragma once
+
+#include <ydb/library/yql/ast/yql_expr.h>
+#include <ydb/library/yql/core/cbo/cbo_optimizer_new.h>
+
+#include <ydb/core/kqp/opt/kqp_opt.h>
+
+namespace NKikimr::NKqp::NOpt {
+
+/**
+ * KQP specific Rel node, includes a pointer to ExprNode
+*/
+struct TKqpRelOptimizerNode : public NYql::TRelOptimizerNode {
+    const NYql::TExprNode::TPtr Node;
+
+    TKqpRelOptimizerNode(TString label, std::shared_ptr<NYql::TOptimizerStatistics> stats, const NYql::TExprNode::TPtr node) : 
+        TRelOptimizerNode(label, stats), Node(node) { }
+};
+
+/**
+ * KQP Specific cost function and join applicability cost function
+*/
+struct TKqpProviderContext : public NYql::IProviderContext {
+    TKqpProviderContext(const TKqpOptimizeContext& kqpCtx, const int optLevel) : KqpCtx(kqpCtx), OptLevel(optLevel) {}
+
+    virtual bool IsJoinApplicable(const std::shared_ptr<NYql::IBaseOptimizerNode>& left, 
+        const std::shared_ptr<NYql::IBaseOptimizerNode>& right, 
+        const std::set<std::pair<NYql::NDq::TJoinColumn, NYql::NDq::TJoinColumn>>& joinConditions,
+        NYql::EJoinAlgoType joinAlgo) override;
+
+    virtual double ComputeJoinCost(const NYql::TOptimizerStatistics& leftStats, const NYql::TOptimizerStatistics& rightStats, NYql::EJoinAlgoType joinAlgo) const override;
+
+    const TKqpOptimizeContext& KqpCtx;
+    int OptLevel;
+};
+
+}
\ No newline at end of file
diff --git a/ydb/core/kqp/opt/logical/kqp_opt_log.cpp b/ydb/core/kqp/opt/logical/kqp_opt_log.cpp
index 96f7055653fb..5119d7769d20 100644
--- a/ydb/core/kqp/opt/logical/kqp_opt_log.cpp
+++ b/ydb/core/kqp/opt/logical/kqp_opt_log.cpp
@@ -1,4 +1,5 @@
 #include "kqp_opt_log_rules.h"
+#include "kqp_opt_cbo.h"
 
 #include <ydb/core/kqp/common/kqp_yql.h>
 #include <ydb/core/kqp/opt/kqp_opt_impl.h>
@@ -21,11 +22,12 @@ using namespace NYql::NNodes;
 class TKqpLogicalOptTransformer : public TOptimizeTransformerBase {
 public:
     TKqpLogicalOptTransformer(TTypeAnnotationContext& typesCtx, const TIntrusivePtr<TKqpOptimizeContext>& kqpCtx,
-        const TKikimrConfiguration::TPtr& config)
+        const TKikimrConfiguration::TPtr& config, TKqpProviderContext& pctx)
         : TOptimizeTransformerBase(nullptr, NYql::NLog::EComponent::ProviderKqp, {})
         , TypesCtx(typesCtx)
         , KqpCtx(*kqpCtx)
         , Config(config)
+        , Pctx(pctx)
     {
 #define HNDL(name) "KqpLogical-"#name, Hndl(&TKqpLogicalOptTransformer::name)
         AddHandler(0, &TCoFlatMapBase::Match, HNDL(PushPredicateToReadTable));
@@ -134,7 +136,10 @@ class TKqpLogicalOptTransformer : public TOptimizeTransformerBase {
 
     TMaybeNode<TExprBase> OptimizeEquiJoinWithCosts(TExprBase node, TExprContext& ctx) {
         auto maxDPccpDPTableSize = Config->MaxDPccpDPTableSize.Get().GetOrElse(TDqSettings::TDefault::MaxDPccpDPTableSize);
-        TExprBase output = DqOptimizeEquiJoinWithCosts(node, ctx, TypesCtx, Config->HasOptEnableCostBasedOptimization(), maxDPccpDPTableSize);
+        TExprBase output = DqOptimizeEquiJoinWithCosts(node, ctx, TypesCtx, Config->CostBasedOptimizationLevel.Get().GetOrElse(TDqSettings::TDefault::CostBasedOptimizationLevel), 
+            maxDPccpDPTableSize, Pctx, [](auto& rels, auto label, auto node, auto stat) {
+                rels.emplace_back(std::make_shared<TKqpRelOptimizerNode>(TString(label), stat, node));
+            });
         DumpAppliedRule("OptimizeEquiJoinWithCosts", node.Ptr(), output.Ptr(), ctx);
         return output;
     }
@@ -269,12 +274,14 @@ class TKqpLogicalOptTransformer : public TOptimizeTransformerBase {
     TTypeAnnotationContext& TypesCtx;
     const TKqpOptimizeContext& KqpCtx;
     const TKikimrConfiguration::TPtr& Config;
+    TKqpProviderContext& Pctx;
 };
 
 TAutoPtr<IGraphTransformer> CreateKqpLogOptTransformer(const TIntrusivePtr<TKqpOptimizeContext>& kqpCtx,
-    TTypeAnnotationContext& typesCtx, const TKikimrConfiguration::TPtr& config)
+    TTypeAnnotationContext& typesCtx, const TKikimrConfiguration::TPtr& config,
+    TKqpProviderContext& pctx)
 {
-    return THolder<IGraphTransformer>(new TKqpLogicalOptTransformer(typesCtx, kqpCtx, config));
+    return THolder<IGraphTransformer>(new TKqpLogicalOptTransformer(typesCtx, kqpCtx, config, pctx));
 }
 
 } // namespace NKikimr::NKqp::NOpt
diff --git a/ydb/core/kqp/opt/logical/kqp_opt_log.h b/ydb/core/kqp/opt/logical/kqp_opt_log.h
index e833934a54be..3e5e9ed87996 100644
--- a/ydb/core/kqp/opt/logical/kqp_opt_log.h
+++ b/ydb/core/kqp/opt/logical/kqp_opt_log.h
@@ -1,12 +1,14 @@
 #pragma once
 
 #include <ydb/core/kqp/opt/kqp_opt.h>
+#include <ydb/core/kqp/opt/logical/kqp_opt_cbo.h>
 
 namespace NKikimr::NKqp::NOpt {
 
 struct TKqpOptimizeContext;
 
 TAutoPtr<NYql::IGraphTransformer> CreateKqpLogOptTransformer(const TIntrusivePtr<TKqpOptimizeContext>& kqpCtx,
-    NYql::TTypeAnnotationContext& typesCtx, const NYql::TKikimrConfiguration::TPtr& config);
+    NYql::TTypeAnnotationContext& typesCtx, const NYql::TKikimrConfiguration::TPtr& config, 
+    NKikimr::NKqp::NOpt::TKqpProviderContext& pctx);
 
 } // namespace NKikimr::NKqp::NOpt
diff --git a/ydb/core/kqp/opt/logical/kqp_opt_log_impl.h b/ydb/core/kqp/opt/logical/kqp_opt_log_impl.h
index 49f5c74e0324..5ff32edc6eeb 100644
--- a/ydb/core/kqp/opt/logical/kqp_opt_log_impl.h
+++ b/ydb/core/kqp/opt/logical/kqp_opt_log_impl.h
@@ -22,6 +22,8 @@ TMaybe<TKqpMatchReadResult> MatchRead(NYql::NNodes::TExprBase node) {
     return MatchRead(node, [] (NYql::NNodes::TExprBase node) { return node.Maybe<TRead>().IsValid(); });
 }
 
+NYql::NNodes::TMaybeNode<NYql::NNodes::TKqlKeyInc> GetRightTableKeyPrefix(const NYql::NNodes::TKqlKeyRange& range);
+
 } // NKikimr::NKqp::NOpt
 
 
diff --git a/ydb/core/kqp/opt/logical/kqp_opt_log_join.cpp b/ydb/core/kqp/opt/logical/kqp_opt_log_join.cpp
index a9a248a19701..47affa3e19bc 100644
--- a/ydb/core/kqp/opt/logical/kqp_opt_log_join.cpp
+++ b/ydb/core/kqp/opt/logical/kqp_opt_log_join.cpp
@@ -167,25 +167,6 @@ TDqJoin FlipLeftSemiJoin(const TDqJoin& join, TExprContext& ctx) {
         .Done();
 }
 
-TMaybeNode<TKqlKeyInc> GetRightTableKeyPrefix(const TKqlKeyRange& range) {
-    if (!range.From().Maybe<TKqlKeyInc>() || !range.To().Maybe<TKqlKeyInc>()) {
-        return {};
-    }
-    auto rangeFrom = range.From().Cast<TKqlKeyInc>();
-    auto rangeTo = range.To().Cast<TKqlKeyInc>();
-
-    if (rangeFrom.ArgCount() != rangeTo.ArgCount()) {
-        return {};
-    }
-    for (ui32 i = 0; i < rangeFrom.ArgCount(); ++i) {
-        if (rangeFrom.Arg(i).Raw() != rangeTo.Arg(i).Raw()) {
-            return {};
-        }
-    }
-
-    return rangeFrom;
-}
-
 TExprBase BuildLookupIndex(TExprContext& ctx, const TPositionHandle pos,
     const TKqpTable& table, const TCoAtomList& columns,
     const TExprBase& keysToLookup, const TVector<TCoAtom>& skipNullColumns, const TString& indexName,
@@ -859,6 +840,25 @@ TMaybeNode<TExprBase> KqpJoinToIndexLookupImpl(const TDqJoin& join, TExprContext
 
 } // anonymous namespace
 
+TMaybeNode<TKqlKeyInc> GetRightTableKeyPrefix(const TKqlKeyRange& range) {
+    if (!range.From().Maybe<TKqlKeyInc>() || !range.To().Maybe<TKqlKeyInc>()) {
+        return {};
+    }
+    auto rangeFrom = range.From().Cast<TKqlKeyInc>();
+    auto rangeTo = range.To().Cast<TKqlKeyInc>();
+
+    if (rangeFrom.ArgCount() != rangeTo.ArgCount()) {
+        return {};
+    }
+    for (ui32 i = 0; i < rangeFrom.ArgCount(); ++i) {
+        if (rangeFrom.Arg(i).Raw() != rangeTo.Arg(i).Raw()) {
+            return {};
+        }
+    }
+
+    return rangeFrom;
+}
+
 TExprBase KqpJoinToIndexLookup(const TExprBase& node, TExprContext& ctx, const TKqpOptimizeContext& kqpCtx)
 {
     if ((kqpCtx.IsScanQuery() && !kqpCtx.Config->EnableKqpScanQueryStreamIdxLookupJoin) || !node.Maybe<TDqJoin>()) {
diff --git a/ydb/core/kqp/opt/logical/ya.make b/ydb/core/kqp/opt/logical/ya.make
index 8b0b7ad5ab1e..017e5bf87b28 100644
--- a/ydb/core/kqp/opt/logical/ya.make
+++ b/ydb/core/kqp/opt/logical/ya.make
@@ -12,6 +12,7 @@ SRCS(
     kqp_opt_log_sqlin.cpp
     kqp_opt_log_sqlin_compact.cpp
     kqp_opt_log.cpp
+    kqp_opt_cbo.cpp
 )
 
 PEERDIR(
diff --git a/ydb/core/kqp/provider/yql_kikimr_settings.cpp b/ydb/core/kqp/provider/yql_kikimr_settings.cpp
index c3a4e769f0a0..b1dfad359e33 100644
--- a/ydb/core/kqp/provider/yql_kikimr_settings.cpp
+++ b/ydb/core/kqp/provider/yql_kikimr_settings.cpp
@@ -65,7 +65,7 @@ TKikimrConfiguration::TKikimrConfiguration() {
     REGISTER_SETTING(*this, OptEnableOlapProvideComputeSharding);
 
     REGISTER_SETTING(*this, OptUseFinalizeByKey);
-    REGISTER_SETTING(*this, OptEnableCostBasedOptimization);
+    REGISTER_SETTING(*this, CostBasedOptimizationLevel);
     REGISTER_SETTING(*this, OptEnableConstantFolding);
 
     REGISTER_SETTING(*this, MaxDPccpDPTableSize);
@@ -122,10 +122,6 @@ bool TKikimrSettings::HasOptUseFinalizeByKey() const {
     return GetOptionalFlagValue(OptUseFinalizeByKey.Get()) != EOptionalFlag::Disabled;
 }
 
-bool TKikimrSettings::HasOptEnableCostBasedOptimization() const {
-    return GetOptionalFlagValue(OptEnableCostBasedOptimization.Get()) == EOptionalFlag::Enabled;
-}
-
 bool TKikimrSettings::HasOptEnableConstantFolding() const {
     return GetOptionalFlagValue(OptEnableConstantFolding.Get()) == EOptionalFlag::Enabled;
 }
diff --git a/ydb/core/kqp/provider/yql_kikimr_settings.h b/ydb/core/kqp/provider/yql_kikimr_settings.h
index fd8f09180052..f6fb2beb1e2e 100644
--- a/ydb/core/kqp/provider/yql_kikimr_settings.h
+++ b/ydb/core/kqp/provider/yql_kikimr_settings.h
@@ -58,7 +58,7 @@ struct TKikimrSettings {
     NCommon::TConfSetting<bool, false> OptEnableOlapPushdown;
     NCommon::TConfSetting<bool, false> OptEnableOlapProvideComputeSharding;
     NCommon::TConfSetting<bool, false> OptUseFinalizeByKey;
-    NCommon::TConfSetting<bool, false> OptEnableCostBasedOptimization;
+    NCommon::TConfSetting<ui32, false> CostBasedOptimizationLevel;
     NCommon::TConfSetting<bool, false> OptEnableConstantFolding;
 
     NCommon::TConfSetting<ui32, false> MaxDPccpDPTableSize;
@@ -81,7 +81,6 @@ struct TKikimrSettings {
     bool HasOptEnableOlapPushdown() const;
     bool HasOptEnableOlapProvideComputeSharding() const;
     bool HasOptUseFinalizeByKey() const;
-    bool HasOptEnableCostBasedOptimization() const;
     bool HasOptEnableConstantFolding() const;
 
 
diff --git a/ydb/core/kqp/ut/join/kqp_join_order_ut.cpp b/ydb/core/kqp/ut/join/kqp_join_order_ut.cpp
index f2e780e40605..a85a5cd80725 100644
--- a/ydb/core/kqp/ut/join/kqp_join_order_ut.cpp
+++ b/ydb/core/kqp/ut/join/kqp_join_order_ut.cpp
@@ -17,7 +17,7 @@ using namespace NYdb::NTable;
 static void CreateSampleTable(TSession session) {
     UNIT_ASSERT(session.ExecuteSchemeQuery(R"(
         CREATE TABLE `/Root/R` (
-            id Int32,
+            id Int32 not null,
             payload1 String,
             ts Date,
             PRIMARY KEY (id)
@@ -26,7 +26,7 @@ static void CreateSampleTable(TSession session) {
 
     UNIT_ASSERT(session.ExecuteSchemeQuery(R"(
         CREATE TABLE `/Root/S` (
-            id Int32,
+            id Int32 not null,
             payload2 String,
             PRIMARY KEY (id)
         );
@@ -34,7 +34,7 @@ static void CreateSampleTable(TSession session) {
 
     UNIT_ASSERT(session.ExecuteSchemeQuery(R"(
         CREATE TABLE `/Root/T` (
-            id Int32,
+            id Int32 not null,
             payload3 String,
             PRIMARY KEY (id)
         );
@@ -42,7 +42,7 @@ static void CreateSampleTable(TSession session) {
 
     UNIT_ASSERT(session.ExecuteSchemeQuery(R"(
         CREATE TABLE `/Root/U` (
-            id Int32,
+            id Int32 not null,
             payload4 String,
             PRIMARY KEY (id)
         );
@@ -50,7 +50,7 @@ static void CreateSampleTable(TSession session) {
 
     UNIT_ASSERT(session.ExecuteSchemeQuery(R"(
         CREATE TABLE `/Root/V` (
-            id Int32,
+            id Int32 not null,
             payload5 String,
             PRIMARY KEY (id)
         );
@@ -73,15 +73,118 @@ static void CreateSampleTable(TSession session) {
         REPLACE INTO `/Root/V` (id, payload5) VALUES
             (1, "blah");
     )", TTxControl::BeginTx().CommitTx()).GetValueSync().IsSuccess());
+
+    UNIT_ASSERT(session.ExecuteSchemeQuery(R"(
+    CREATE TABLE `/Root/customer` (
+    c_acctbal Double,
+    c_address String,
+    c_comment String,
+    c_custkey Int32, -- Identifier
+    c_mktsegment String ,
+    c_name String ,
+    c_nationkey Int32 , -- FK to N_NATIONKEY
+    c_phone String ,
+    PRIMARY KEY (c_custkey)
+)
+;
+
+CREATE TABLE `/Root/lineitem` (
+    l_comment String ,
+    l_commitdate Date ,
+    l_discount Double , -- it should be Decimal(12, 2)
+    l_extendedprice Double , -- it should be Decimal(12, 2)
+    l_linenumber Int32 ,
+    l_linestatus String ,
+    l_orderkey Int32 , -- FK to O_ORDERKEY
+    l_partkey Int32 , -- FK to P_PARTKEY, first part of the compound FK to (PS_PARTKEY, PS_SUPPKEY) with L_SUPPKEY
+    l_quantity Double , -- it should be Decimal(12, 2)
+    l_receiptdate Date ,
+    l_returnflag String ,
+    l_shipdate Date ,
+    l_shipinstruct String ,
+    l_shipmode String ,
+    l_suppkey Int32 , -- FK to S_SUPPKEY, second part of the compound FK to (PS_PARTKEY, PS_SUPPKEY) with L_PARTKEY
+    l_tax Double , -- it should be Decimal(12, 2)
+    PRIMARY KEY (l_orderkey, l_linenumber)
+)
+;
+
+CREATE TABLE `/Root/nation` (
+    n_comment String ,
+    n_name String ,
+    n_nationkey Int32 , -- Identifier
+    n_regionkey Int32 , -- FK to R_REGIONKEY
+    PRIMARY KEY(n_nationkey)
+)
+;
+
+CREATE TABLE `/Root/orders` (
+    o_clerk String ,
+    o_comment String ,
+    o_custkey Int32 , -- FK to C_CUSTKEY
+    o_orderdate Date ,
+    o_orderkey Int32 , -- Identifier
+    o_orderpriority String ,
+    o_orderstatus String ,
+    o_shippriority Int32 ,
+    o_totalprice Double , -- it should be Decimal(12, 2)
+    PRIMARY KEY (o_orderkey)
+)
+;
+
+CREATE TABLE `/Root/part` (
+    p_brand String ,
+    p_comment String ,
+    p_container String ,
+    p_mfgr String ,
+    p_name String ,
+    p_partkey Int32 , -- Identifier
+    p_retailprice Double , -- it should be Decimal(12, 2)
+    p_size Int32 ,
+    p_type String ,
+    PRIMARY KEY(p_partkey)
+)
+;
+
+CREATE TABLE `/Root/partsupp` (
+    ps_availqty Int32 ,
+    ps_comment String ,
+    ps_partkey Int32 , -- FK to P_PARTKEY
+    ps_suppkey Int32 , -- FK to S_SUPPKEY
+    ps_supplycost Double , -- it should be Decimal(12, 2)
+    PRIMARY KEY(ps_partkey, ps_suppkey)
+)
+;
+
+CREATE TABLE `/Root/region` (
+    r_comment String ,
+    r_name String ,
+    r_regionkey Int32 , -- Identifier
+    PRIMARY KEY(r_regionkey)
+)
+;
+
+CREATE TABLE `/Root/supplier` (
+    s_acctbal Double , -- it should be Decimal(12, 2)
+    s_address String ,
+    s_comment String ,
+    s_name String ,
+    s_nationkey Int32 , -- FK to N_NATIONKEY
+    s_phone String ,
+    s_suppkey Int32 , -- Identifier
+    PRIMARY KEY(s_suppkey)
+)
+;)").GetValueSync().IsSuccess());
+
 }
 
 static TKikimrRunner GetKikimrWithJoinSettings(){
     TVector<NKikimrKqp::TKqpSetting> settings;
 
     NKikimrKqp::TKqpSetting setting;
-    
-    setting.SetName("OptEnableCostBasedOptimization");
-    setting.SetValue("true");
+   
+    setting.SetName("CostBasedOptimizationLevel");
+    setting.SetValue("1");
     settings.push_back(setting);
 
     setting.SetName("OptEnableConstantFolding");
@@ -458,8 +561,312 @@ Y_UNIT_TEST_SUITE(KqpJoinOrder) {
             Cout << result.GetPlan();
         }
     }
-}
 
+    Y_UNIT_TEST(TPCH21) {
+
+        auto kikimr = GetKikimrWithJoinSettings();
+        auto db = kikimr.GetTableClient();
+        auto session = db.CreateSession().GetValueSync().GetSession();
+
+        CreateSampleTable(session);
+
+        /* join with parameters */
+        {
+            const TString query = Q_(R"(
+-- TPC-H/TPC-R Suppliers Who Kept Orders Waiting Query (Q21)
+-- TPC TPC-H Parameter Substitution (Version 2.17.2 build 0)
+-- using 1680793381 as a seed to the RNG
+
+$n = select n_nationkey from `/Root/nation`
+where n_name = 'EGYPT';
+
+$s = select s_name, s_suppkey from `/Root/supplier` as supplier
+join $n as nation
+on supplier.s_nationkey = nation.n_nationkey;
+
+$l = select l_suppkey, l_orderkey from `/Root/lineitem`
+where l_receiptdate > l_commitdate;
+
+$j1 = select s_name, l_suppkey, l_orderkey from $l as l1
+join $s as supplier
+on l1.l_suppkey = supplier.s_suppkey;
+
+-- exists
+$j2 = select l1.l_orderkey as l_orderkey, l1.l_suppkey as l_suppkey, l1.s_name as s_name, l2.l_receiptdate as l_receiptdate, l2.l_commitdate as l_commitdate from $j1 as l1
+join `/Root/lineitem` as l2
+on l1.l_orderkey = l2.l_orderkey
+where l2.l_suppkey <> l1.l_suppkey;
+
+$j2_1 = select s_name, l1.l_suppkey as l_suppkey, l1.l_orderkey as l_orderkey from $j1 as l1
+left semi join $j2 as l2
+on l1.l_orderkey = l2.l_orderkey;
+
+-- not exists
+$j2_2 = select l_orderkey from $j2 where l_receiptdate > l_commitdate;
+
+$j3 = select s_name, l_suppkey, l_orderkey from $j2_1 as l1
+left only join $j2_2 as l3
+on l1.l_orderkey = l3.l_orderkey;
+
+$j4 = select s_name from $j3 as l1
+join `/Root/orders` as orders
+on orders.o_orderkey = l1.l_orderkey
+where o_orderstatus = 'F';
+
+select s_name,
+    count(*) as numwait from $j4
+group by
+    s_name
+order by
+    numwait desc,
+    s_name
+limit 100;)");
+
+            auto result = session.ExplainDataQuery(query).ExtractValueSync();
+
+            UNIT_ASSERT_VALUES_EQUAL(result.GetStatus(), EStatus::SUCCESS);
+
+            NJson::TJsonValue plan;
+            NJson::ReadJsonTree(result.GetPlan(), &plan, true);
+            Cout << result.GetPlan();
+        }
+    }
+
+       Y_UNIT_TEST(TPCH5) {
+
+        auto kikimr = GetKikimrWithJoinSettings();
+        auto db = kikimr.GetTableClient();
+        auto session = db.CreateSession().GetValueSync().GetSession();
+
+        CreateSampleTable(session);
+
+        /* join with parameters */
+        {
+            const TString query = Q_(R"(
+-- TPC-H/TPC-R Local Supplier Volume Query (Q5)
+-- TPC TPC-H Parameter Substitution (Version 2.17.2 build 0)
+-- using 1680793381 as a seed to the RNG
+
+$join1 = (
+select
+    o.o_orderkey as o_orderkey,
+    o.o_orderdate as o_orderdate,
+    c.c_nationkey as c_nationkey
+from
+    `/Root/customer` as c
+join
+    `/Root/orders` as o
+on
+    c.c_custkey = o.o_custkey
+);
+
+$join2 = (
+select
+    j.o_orderkey as o_orderkey,
+    j.o_orderdate as o_orderdate,
+    j.c_nationkey as c_nationkey,
+    l.l_extendedprice as l_extendedprice,
+    l.l_discount as l_discount,
+    l.l_suppkey as l_suppkey
+from
+    $join1 as j
+join
+    `/Root/lineitem` as l
+on
+    l.l_orderkey = j.o_orderkey
+);
+
+$join3 = (
+select
+    j.o_orderkey as o_orderkey,
+    j.o_orderdate as o_orderdate,
+    j.c_nationkey as c_nationkey,
+    j.l_extendedprice as l_extendedprice,
+    j.l_discount as l_discount,
+    j.l_suppkey as l_suppkey,
+    s.s_nationkey as s_nationkey
+from
+    $join2 as j
+join
+    `/Root/supplier` as s
+on
+    j.l_suppkey = s.s_suppkey
+);
+$join4 = (
+select
+    j.o_orderkey as o_orderkey,
+    j.o_orderdate as o_orderdate,
+    j.c_nationkey as c_nationkey,
+    j.l_extendedprice as l_extendedprice,
+    j.l_discount as l_discount,
+    j.l_suppkey as l_suppkey,
+    j.s_nationkey as s_nationkey,
+    n.n_regionkey as n_regionkey,
+    n.n_name as n_name
+from
+    $join3 as j
+join
+    `/Root/nation` as n
+on
+    j.s_nationkey = n.n_nationkey
+    and j.c_nationkey = n.n_nationkey
+);
+$join5 = (
+select
+    j.o_orderkey as o_orderkey,
+    j.o_orderdate as o_orderdate,
+    j.c_nationkey as c_nationkey,
+    j.l_extendedprice as l_extendedprice,
+    j.l_discount as l_discount,
+    j.l_suppkey as l_suppkey,
+    j.s_nationkey as s_nationkey,
+    j.n_regionkey as n_regionkey,
+    j.n_name as n_name,
+    r.r_name as r_name
+from
+    $join4 as j
+join
+    `/Root/region` as r
+on
+    j.n_regionkey = r.r_regionkey
+);
+$border = Date('1995-01-01');
+select
+    n_name,
+    sum(l_extendedprice * (1 - l_discount)) as revenue
+from
+    $join5
+where
+    r_name = 'AFRICA'
+    and CAST(o_orderdate AS Timestamp) >= $border
+    and CAST(o_orderdate AS Timestamp) < ($border + Interval('P365D'))
+group by
+    n_name
+order by
+    revenue desc;
+
+            )");
+
+            auto result = session.ExplainDataQuery(query).ExtractValueSync();
+
+            UNIT_ASSERT_VALUES_EQUAL(result.GetStatus(), EStatus::SUCCESS);
+
+            NJson::TJsonValue plan;
+            NJson::ReadJsonTree(result.GetPlan(), &plan, true);
+            Cout << result.GetPlan();
+        }
+    }
+
+    Y_UNIT_TEST(TPCH10) {
+
+        auto kikimr = GetKikimrWithJoinSettings();
+        auto db = kikimr.GetTableClient();
+        auto session = db.CreateSession().GetValueSync().GetSession();
+
+        CreateSampleTable(session);
+
+        /* join with parameters */
+        {
+            const TString query = Q_(R"(
+
+-- TPC-H/TPC-R Returned Item Reporting Query (Q10)
+-- TPC TPC-H Parameter Substitution (Version 2.17.2 build 0)
+-- using 1680793381 as a seed to the RNG
+
+$border = Date("1993-12-01");
+$join1 = (
+select
+    c.c_custkey as c_custkey,
+    c.c_name as c_name,
+    c.c_acctbal as c_acctbal,
+    c.c_address as c_address,
+    c.c_phone as c_phone,
+    c.c_comment as c_comment,
+    c.c_nationkey as c_nationkey,
+    o.o_orderkey as o_orderkey
+from
+    `/Root/customer` as c
+join
+    `/Root/orders` as o
+on
+    c.c_custkey = o.o_custkey
+where
+    cast(o.o_orderdate as timestamp) >= $border and
+    cast(o.o_orderdate as timestamp) < ($border + Interval("P90D"))
+);
+$join2 = (
+select
+    j.c_custkey as c_custkey,
+    j.c_name as c_name,
+    j.c_acctbal as c_acctbal,
+    j.c_address as c_address,
+    j.c_phone as c_phone,
+    j.c_comment as c_comment,
+    j.c_nationkey as c_nationkey,
+    l.l_extendedprice as l_extendedprice,
+    l.l_discount as l_discount
+from
+    $join1 as j
+join
+    `/Root/lineitem` as l
+on
+    l.l_orderkey = j.o_orderkey
+where
+    l.l_returnflag = 'R'
+);
+$join3 = (
+select
+    j.c_custkey as c_custkey,
+    j.c_name as c_name,
+    j.c_acctbal as c_acctbal,
+    j.c_address as c_address,
+    j.c_phone as c_phone,
+    j.c_comment as c_comment,
+    j.c_nationkey as c_nationkey,
+    j.l_extendedprice as l_extendedprice,
+    j.l_discount as l_discount,
+    n.n_name as n_name
+from
+    $join2 as j
+join
+    `/Root/nation` as n
+on
+    n.n_nationkey = j.c_nationkey
+);
+select
+    c_custkey,
+    c_name,
+    sum(l_extendedprice * (1 - l_discount)) as revenue,
+    c_acctbal,
+    n_name,
+    c_address,
+    c_phone,
+    c_comment
+from
+    $join3
+group by
+    c_custkey,
+    c_name,
+    c_acctbal,
+    c_phone,
+    n_name,
+    c_address,
+    c_comment
+order by
+    revenue desc
+limit 20;
+            )");
+
+            auto result = session.ExplainDataQuery(query).ExtractValueSync();
+
+            UNIT_ASSERT_VALUES_EQUAL(result.GetStatus(), EStatus::SUCCESS);
+
+            NJson::TJsonValue plan;
+            NJson::ReadJsonTree(result.GetPlan(), &plan, true);
+            Cout << result.GetPlan();
+        }
+    }
+}
 }
 }
 
diff --git a/ydb/library/yql/core/cbo/cbo_optimizer_new.cpp b/ydb/library/yql/core/cbo/cbo_optimizer_new.cpp
index 2ee3d1a0d900..c7ce233d76f5 100644
--- a/ydb/library/yql/core/cbo/cbo_optimizer_new.cpp
+++ b/ydb/library/yql/core/cbo/cbo_optimizer_new.cpp
@@ -63,12 +63,13 @@ void TRelOptimizerNode::Print(std::stringstream& stream, int ntabs) {
 }
 
 TJoinOptimizerNode::TJoinOptimizerNode(const std::shared_ptr<IBaseOptimizerNode>& left, const std::shared_ptr<IBaseOptimizerNode>& right, 
-        const std::set<std::pair<TJoinColumn, TJoinColumn>>& joinConditions, const EJoinKind joinType, bool nonReorderable) :
+        const std::set<std::pair<TJoinColumn, TJoinColumn>>& joinConditions, const EJoinKind joinType, const EJoinAlgoType joinAlgo, bool nonReorderable) :
     IBaseOptimizerNode(JoinNodeType), 
     LeftArg(left), 
     RightArg(right), 
     JoinConditions(joinConditions), 
-    JoinType(joinType) {
+    JoinType(joinType),
+    JoinAlgo(joinAlgo) {
         IsReorderable = (JoinType==EJoinKind::InnerJoin) && (nonReorderable==false);
     }
 
diff --git a/ydb/library/yql/core/cbo/cbo_optimizer_new.h b/ydb/library/yql/core/cbo/cbo_optimizer_new.h
index 1f35a0a2310c..256252241e76 100644
--- a/ydb/library/yql/core/cbo/cbo_optimizer_new.h
+++ b/ydb/library/yql/core/cbo/cbo_optimizer_new.h
@@ -49,8 +49,13 @@ struct IBaseOptimizerNode {
 struct TRelOptimizerNode : public IBaseOptimizerNode {
     TString Label;
 
+    // Temporary solution to check if a LookupJoin is possible in KQP
+    //void* Expr;
+
     TRelOptimizerNode(TString label, std::shared_ptr<TOptimizerStatistics> stats) : 
         IBaseOptimizerNode(RelNodeType, stats), Label(label) { }
+    //TRelOptimizerNode(TString label, std::shared_ptr<TOptimizerStatistics> stats, const TExprNode::TPtr expr) : 
+    //    IBaseOptimizerNode(RelNodeType, stats), Label(label), Expr(expr) { }
     virtual ~TRelOptimizerNode() {}
 
     virtual TVector<TString> Labels();
@@ -74,6 +79,54 @@ enum EJoinKind: ui32
 EJoinKind ConvertToJoinKind(const TString& joinString);
 TString ConvertToJoinString(const EJoinKind kind);
 
+/**
+ * This is a temporary structure for KQP provider
+ * We will soon be supporting multiple providers and we will need to design
+ * some interfaces to pass provider-specific context to the optimizer
+*/
+struct IProviderContext {
+    virtual ~IProviderContext() = default;
+
+    virtual double ComputeJoinCost(const TOptimizerStatistics& leftStats, const TOptimizerStatistics& rightStats, EJoinAlgoType joinAlgol) const = 0;
+
+    virtual bool IsJoinApplicable(const std::shared_ptr<IBaseOptimizerNode>& left, 
+        const std::shared_ptr<IBaseOptimizerNode>& right, 
+        const std::set<std::pair<NDq::TJoinColumn, NDq::TJoinColumn>>& joinConditions,
+        EJoinAlgoType joinAlgo) = 0;
+
+};
+
+/**
+ * Temporary solution for default provider context
+*/
+
+struct TDummyProviderContext : public IProviderContext {
+    TDummyProviderContext() {}
+
+    double ComputeJoinCost(const TOptimizerStatistics& leftStats, const TOptimizerStatistics& rightStats, EJoinAlgoType joinAlgo) const override {
+        Y_UNUSED(joinAlgo);
+        return leftStats.Nrows + 2.0 * rightStats.Nrows;
+    }
+
+    bool IsJoinApplicable(const std::shared_ptr<IBaseOptimizerNode>& left, 
+        const std::shared_ptr<IBaseOptimizerNode>& right, 
+        const std::set<std::pair<NDq::TJoinColumn, NDq::TJoinColumn>>& joinConditions,
+        EJoinAlgoType joinAlgo) override {
+
+        Y_UNUSED(left);
+        Y_UNUSED(right);
+        Y_UNUSED(joinConditions);
+        Y_UNUSED(joinAlgo);
+
+        return true;
+    }
+
+    static const TDummyProviderContext& instance() {
+        static TDummyProviderContext staticContext;
+        return staticContext;
+    }
+
+};
 
 /**
  * JoinOptimizerNode records the left and right arguments of the join
@@ -86,16 +139,20 @@ struct TJoinOptimizerNode : public IBaseOptimizerNode {
     std::shared_ptr<IBaseOptimizerNode> RightArg;
     std::set<std::pair<NDq::TJoinColumn, NDq::TJoinColumn>> JoinConditions;
     EJoinKind JoinType;
+    EJoinAlgoType JoinAlgo;
     bool IsReorderable;
 
     TJoinOptimizerNode(const std::shared_ptr<IBaseOptimizerNode>& left, const std::shared_ptr<IBaseOptimizerNode>& right, 
-        const std::set<std::pair<NDq::TJoinColumn, NDq::TJoinColumn>>& joinConditions, const EJoinKind joinType, bool nonReorderable=false);
+        const std::set<std::pair<NDq::TJoinColumn, NDq::TJoinColumn>>& joinConditions, const EJoinKind joinType, const EJoinAlgoType joinAlgo, bool nonReorderable=false);
     virtual ~TJoinOptimizerNode() {}
     virtual TVector<TString> Labels();
     virtual void Print(std::stringstream& stream, int ntabs=0);
 };
 
 struct IOptimizerNew {
+    IProviderContext& Pctx;
+
+    IOptimizerNew(IProviderContext& ctx) : Pctx(ctx) {}
     virtual ~IOptimizerNew() = default;
     virtual std::shared_ptr<TJoinOptimizerNode> JoinSearch(const std::shared_ptr<TJoinOptimizerNode>& joinTree) = 0;
 };
diff --git a/ydb/library/yql/core/yql_cost_function.cpp b/ydb/library/yql/core/yql_cost_function.cpp
index 5724c91e5276..dcf395ca408e 100644
--- a/ydb/library/yql/core/yql_cost_function.cpp
+++ b/ydb/library/yql/core/yql_cost_function.cpp
@@ -1,5 +1,7 @@
 #include "yql_cost_function.h"
 
+#include <ydb/library/yql/core/cbo/cbo_optimizer_new.h>
+
 using namespace NYql;
 
 namespace {
@@ -16,6 +18,7 @@ bool IsPKJoin(const TOptimizerStatistics& stats, const TVector<TString>& joinKey
     }
     return true;
 }
+
 }
 
 bool NDq::operator < (const NDq::TJoinColumn& c1, const NDq::TJoinColumn& c2) {
@@ -36,8 +39,7 @@ bool NDq::operator < (const NDq::TJoinColumn& c1, const NDq::TJoinColumn& c2) {
 */
 
 TOptimizerStatistics NYql::ComputeJoinStats(const TOptimizerStatistics& leftStats, const TOptimizerStatistics& rightStats, 
-    const TVector<TString>& leftJoinKeys, const TVector<TString>& rightJoinKeys, EJoinImplType joinImpl) {
-    Y_UNUSED(joinImpl);
+    const TVector<TString>& leftJoinKeys, const TVector<TString>& rightJoinKeys, EJoinAlgoType joinAlgo, const IProviderContext& ctx) {
 
     double newCard;
     EStatisticsType outputType;
@@ -68,7 +70,7 @@ TOptimizerStatistics NYql::ComputeJoinStats(const TOptimizerStatistics& leftStat
 
     int newNCols = leftStats.Ncols + rightStats.Ncols;
 
-    double cost = leftStats.Nrows + 2.0 * rightStats.Nrows 
+    double cost = ctx.ComputeJoinCost(leftStats, rightStats, joinAlgo)
         + newCard 
         + leftStats.Cost + rightStats.Cost;
 
@@ -76,7 +78,7 @@ TOptimizerStatistics NYql::ComputeJoinStats(const TOptimizerStatistics& leftStat
 }
 
 TOptimizerStatistics NYql::ComputeJoinStats(const TOptimizerStatistics& leftStats, const TOptimizerStatistics& rightStats, 
-    const std::set<std::pair<NDq::TJoinColumn, NDq::TJoinColumn>>& joinConditions, EJoinImplType joinImpl) {
+    const std::set<std::pair<NDq::TJoinColumn, NDq::TJoinColumn>>& joinConditions, EJoinAlgoType joinAlgo, const IProviderContext& ctx) {
 
     TVector<TString> leftJoinKeys;
     TVector<TString> rightJoinKeys;
@@ -86,5 +88,5 @@ TOptimizerStatistics NYql::ComputeJoinStats(const TOptimizerStatistics& leftStat
         rightJoinKeys.emplace_back(c.second.AttributeName);
     }
 
-    return ComputeJoinStats(leftStats, rightStats, leftJoinKeys, rightJoinKeys, joinImpl);
+    return ComputeJoinStats(leftStats, rightStats, leftJoinKeys, rightJoinKeys, joinAlgo, ctx);
 }
diff --git a/ydb/library/yql/core/yql_cost_function.h b/ydb/library/yql/core/yql_cost_function.h
index ae0b16de8021..9a040404cfce 100644
--- a/ydb/library/yql/core/yql_cost_function.h
+++ b/ydb/library/yql/core/yql_cost_function.h
@@ -14,6 +14,8 @@
 */
 namespace NYql {
 
+struct IProviderContext;
+
 namespace NDq {    
 /**
  * Join column is a struct that records the relation label and 
@@ -43,16 +45,19 @@ bool operator < (const TJoinColumn& c1, const TJoinColumn& c2);
 
 }
 
-enum EJoinImplType {
+enum EJoinAlgoType {
     DictJoin,
     MapJoin,
-    GraceJoin
+    GraceJoin,
+    LookupJoin
 };
 
+static const EJoinAlgoType AllJoinTypes[] = { DictJoin, MapJoin, GraceJoin, LookupJoin };
+
 TOptimizerStatistics ComputeJoinStats(const TOptimizerStatistics& leftStats, const TOptimizerStatistics& rightStats, 
-    const std::set<std::pair<NDq::TJoinColumn, NDq::TJoinColumn>>& joinConditions, EJoinImplType joinType);
+    const std::set<std::pair<NDq::TJoinColumn, NDq::TJoinColumn>>& joinConditions, EJoinAlgoType joinAlgo, const IProviderContext& ctx);
 
 TOptimizerStatistics ComputeJoinStats(const TOptimizerStatistics& leftStats, const TOptimizerStatistics& rightStats, 
-    const TVector<TString>& leftJoinKeys, const TVector<TString>& rightJoinKeys, EJoinImplType joinType);
+    const TVector<TString>& leftJoinKeys, const TVector<TString>& rightJoinKeys, EJoinAlgoType joinAlgo, const IProviderContext& ctx);
 
 }
\ No newline at end of file
diff --git a/ydb/library/yql/dq/opt/dq_opt_join.h b/ydb/library/yql/dq/opt/dq_opt_join.h
index 8d83b2de6466..9b9c0713454c 100644
--- a/ydb/library/yql/dq/opt/dq_opt_join.h
+++ b/ydb/library/yql/dq/opt/dq_opt_join.h
@@ -8,6 +8,7 @@
 namespace NYql {
 
 struct TOptimizerStatistics;
+struct TRelOptimizerNode;
 
 namespace NDq {
 
@@ -25,9 +26,10 @@ NNodes::TExprBase DqBuildJoinDict(const NNodes::TDqJoin& join, TExprContext& ctx
 NNodes::TDqJoin DqSuppressSortOnJoinInput(const NNodes::TDqJoin& node, TExprContext& ctx);
 
 bool DqCollectJoinRelationsWithStats(
+    TVector<std::shared_ptr<TRelOptimizerNode>>& rels,
     TTypeAnnotationContext& typesCtx,
     const NNodes::TCoEquiJoin& equiJoin,
-    const std::function<void(TStringBuf, const std::shared_ptr<TOptimizerStatistics>&)>& collector);
+    const std::function<void(TVector<std::shared_ptr<TRelOptimizerNode>>&, TStringBuf, const TExprNode::TPtr, const std::shared_ptr<TOptimizerStatistics>&)>& collector);
 
 } // namespace NDq
 } // namespace NYql
diff --git a/ydb/library/yql/dq/opt/dq_opt_join_cost_based.cpp b/ydb/library/yql/dq/opt/dq_opt_join_cost_based.cpp
index 79d73f11dec5..92d17378cc31 100644
--- a/ydb/library/yql/dq/opt/dq_opt_join_cost_based.cpp
+++ b/ydb/library/yql/dq/opt/dq_opt_join_cost_based.cpp
@@ -13,7 +13,6 @@
 #include <ydb/library/yql/core/cbo/cbo_optimizer.h> //interface
 #include <ydb/library/yql/core/cbo/cbo_optimizer_new.h> //new interface
 
-
 #include <library/cpp/disjoint_sets/disjoint_sets.h>
 
 
@@ -98,10 +97,86 @@ void ComputeJoinConditions(const TCoEquiJoinTuple& joinTuple,
 std::shared_ptr<TJoinOptimizerNode> MakeJoin(std::shared_ptr<IBaseOptimizerNode> left, 
     std::shared_ptr<IBaseOptimizerNode> right, 
     const std::set<std::pair<TJoinColumn, TJoinColumn>>& joinConditions,
-    EJoinImplType joinImpl) {
+    EJoinAlgoType joinAlgo,
+    IProviderContext& ctx) {
+
+    auto res = std::make_shared<TJoinOptimizerNode>(left, right, joinConditions, EJoinKind::InnerJoin, joinAlgo);
+    res->Stats = std::make_shared<TOptimizerStatistics>( ComputeJoinStats(*left->Stats, *right->Stats, joinConditions, joinAlgo, ctx));
+    return res;
+}
+
+/**
+ * Iterate over all join algorithms and pick the best join that is applicable.
+ * Also considers commuting joins
+*/
+std::shared_ptr<TJoinOptimizerNode> PickBestJoin(std::shared_ptr<IBaseOptimizerNode> left, 
+    std::shared_ptr<IBaseOptimizerNode> right, 
+    const std::set<std::pair<TJoinColumn, TJoinColumn>>& leftJoinConditions,
+    const std::set<std::pair<TJoinColumn, TJoinColumn>>& rightJoinConditions,
+    IProviderContext& ctx) {
+
+    auto res = std::shared_ptr<TJoinOptimizerNode>();
+
+    for ( auto joinType : AllJoinTypes ) {
+        auto p1 = ctx.IsJoinApplicable(left, right, leftJoinConditions, joinType) ? 
+            MakeJoin(left, right, leftJoinConditions, joinType, ctx) :
+            std::shared_ptr<TJoinOptimizerNode>();
+        auto p2 = ctx.IsJoinApplicable(right, left, rightJoinConditions, joinType) ? 
+            MakeJoin(right, left, rightJoinConditions, joinType, ctx) :
+            std::shared_ptr<TJoinOptimizerNode>();
+            
+        if (p1) {
+            if (res) {
+                if (p1->Stats->Cost < res->Stats->Cost) {
+                    res = p1;
+                }
+            } else {
+                res = p1;
+            }
+        }
+        if (p2) {
+            if (res) {
+                if (p2->Stats->Cost < res->Stats->Cost) {
+                    res = p2;
+                }
+            } else {
+                res = p2;
+            }
+        }
+    }
 
-    auto res = std::make_shared<TJoinOptimizerNode>(left, right, joinConditions, EJoinKind::InnerJoin);
-    res->Stats = std::make_shared<TOptimizerStatistics>( ComputeJoinStats(*left->Stats, *right->Stats, joinConditions, joinImpl));
+    Y_ENSURE(res,"No join was chosen!");
+    return res;
+}
+
+/**
+ * Iterate over all join algorithms and pick the best join that is applicable
+*/
+std::shared_ptr<TJoinOptimizerNode> PickBestNonReorderabeJoin(std::shared_ptr<IBaseOptimizerNode> left, 
+    std::shared_ptr<IBaseOptimizerNode> right, 
+    const std::set<std::pair<TJoinColumn, TJoinColumn>>& leftJoinConditions,
+    IProviderContext& ctx) {
+
+    auto res = std::shared_ptr<TJoinOptimizerNode>();
+
+    for ( auto joinType : AllJoinTypes ) {
+        auto p = ctx.IsJoinApplicable(left, right, leftJoinConditions, joinType) ? 
+            MakeJoin(left, right, leftJoinConditions, joinType, ctx) :
+            std::shared_ptr<TJoinOptimizerNode>();
+            
+        if (p) {
+            if (res) {
+                if (p->Stats->Cost < res->Stats->Cost) {
+                    res = p;
+                }
+            } else {
+                res = p;
+            }
+        }
+
+    }
+
+    Y_ENSURE(res,"No join was chosen!");
     return res;
 }
 
@@ -309,8 +384,8 @@ class TDPccpSolver {
 public:
 
     // Construct the DPccp solver based on the join graph and data about input relations
-    TDPccpSolver(TGraph<N>& g, TVector<std::shared_ptr<IBaseOptimizerNode>> rels): 
-        Graph(g), Rels(rels) {
+    TDPccpSolver(TGraph<N>& g, TVector<std::shared_ptr<IBaseOptimizerNode>> rels, IProviderContext& ctx): 
+        Graph(g), Rels(rels), Pctx(ctx) {
         NNodes = g.NNodes;
     }
 
@@ -342,6 +417,10 @@ class TDPccpSolver {
 
     // List of input relations to DPccp
     TVector<std::shared_ptr<IBaseOptimizerNode>> Rels;
+
+    // Provider specific contexts?
+    // FIXME: This is a temporary structure that needs to be extended to multiple providers
+    IProviderContext& Pctx;
     
     // Emit connected subgraph
     void EmitCsg(const std::bitset<N>&, int=0);
@@ -548,34 +627,27 @@ template <int N> void TDPccpSolver<N>::EmitCsgCmp(const std::bitset<N>& S1, cons
 
     std::bitset<N> joined = S1 | S2;
 
+    TEdge e1 = Graph.FindCrossingEdge(S1, S2);
+    TEdge e2 = Graph.FindCrossingEdge(S2, S1);
+    auto bestJoin = PickBestJoin(DpTable[S1], DpTable[S2], e1.JoinConditions, e2.JoinConditions, Pctx);
+
     if (! DpTable.contains(joined)) {
-        TEdge e1 = Graph.FindCrossingEdge(S1, S2);
-        DpTable[joined] = MakeJoin(DpTable[S1], DpTable[S2], e1.JoinConditions, GraceJoin);
-        TEdge e2 = Graph.FindCrossingEdge(S2, S1);
-        std::shared_ptr<TJoinOptimizerNode> newJoin = 
-            MakeJoin(DpTable[S2], DpTable[S1], e2.JoinConditions, GraceJoin);
-        if (newJoin->Stats->Cost < DpTable[joined]->Stats->Cost){
-            DpTable[joined] = newJoin;
-        }
+        DpTable[joined] = bestJoin;
     } else {
-        TEdge e1 = Graph.FindCrossingEdge(S1, S2);
-        std::shared_ptr<TJoinOptimizerNode> newJoin1 =
-             MakeJoin(DpTable[S1], DpTable[S2], e1.JoinConditions, GraceJoin);
-        TEdge e2 = Graph.FindCrossingEdge(S2, S1);
-        std::shared_ptr<TJoinOptimizerNode> newJoin2 = 
-            MakeJoin(DpTable[S2], DpTable[S1], e2.JoinConditions, GraceJoin);
-        if (newJoin1->Stats->Cost < DpTable[joined]->Stats->Cost){
-            DpTable[joined] = newJoin1;
-        }
-        if (newJoin2->Stats->Cost < DpTable[joined]->Stats->Cost){
-            DpTable[joined] = newJoin2;
+        if (bestJoin->Stats->Cost < DpTable[joined]->Stats->Cost) {
+            DpTable[joined] = bestJoin;
         }
     }
 
+    /*
+    * This is a sanity check that slows down the optimizer
+    *
+    
     auto pair = std::make_pair(S1, S2);
     Y_ENSURE (!CheckTable.contains(pair), "Check table already contains pair S1|S2");
     
     CheckTable[ std::pair<std::bitset<N>,std::bitset<N>>(S1, S2) ] = true;
+    */
 }
 
 /**
@@ -782,9 +854,10 @@ TExprBase RearrangeEquiJoinTree(TExprContext& ctx, const TCoEquiJoin& equiJoin,
 }
 
 bool DqCollectJoinRelationsWithStats(
+    TVector<std::shared_ptr<TRelOptimizerNode>>& rels,
     TTypeAnnotationContext& typesCtx, 
     const TCoEquiJoin& equiJoin, 
-    const std::function<void(TStringBuf, const std::shared_ptr<TOptimizerStatistics>&)>& collector) 
+    const std::function<void(TVector<std::shared_ptr<TRelOptimizerNode>>&, TStringBuf, const TExprNode::TPtr, const std::shared_ptr<TOptimizerStatistics>&)>& collector) 
 {
     if (equiJoin.ArgCount() < 3) {
         return false;
@@ -808,7 +881,7 @@ bool DqCollectJoinRelationsWithStats(
 
         TStringBuf label = scope.Cast<TCoAtom>();
         auto stats = maybeStat->second;
-        collector(label, stats);
+        collector(rels, label, joinArg.Ptr(), stats);
     }
     return true;
 }
@@ -861,7 +934,7 @@ std::shared_ptr<TJoinOptimizerNode> ConvertToJoinTree(const TCoEquiJoinTuple& jo
             TJoinColumn(rightScope, rightColumn)));
     }
 
-    return std::make_shared<TJoinOptimizerNode>(left,right,joinConds,ConvertToJoinKind(joinTuple.Type().StringValue()));
+    return std::make_shared<TJoinOptimizerNode>(left, right, joinConds, ConvertToJoinKind(joinTuple.Type().StringValue()), EJoinAlgoType::DictJoin);
 }
 
 /**
@@ -919,14 +992,14 @@ void ExtractRelsAndJoinConditions(const std::shared_ptr<TJoinOptimizerNode>& joi
 /**
  * Recursively computes statistics for a join tree
 */
-void ComputeStatistics(const std::shared_ptr<TJoinOptimizerNode>& join) {
+void ComputeStatistics(const std::shared_ptr<TJoinOptimizerNode>& join, IProviderContext& ctx) {
     if (join->LeftArg->Kind == EOptimizerNodeKind::JoinNodeType) {
-        ComputeStatistics(static_pointer_cast<TJoinOptimizerNode>(join->LeftArg));
+        ComputeStatistics(static_pointer_cast<TJoinOptimizerNode>(join->LeftArg), ctx);
     }
     if (join->RightArg->Kind == EOptimizerNodeKind::JoinNodeType) {
-        ComputeStatistics(static_pointer_cast<TJoinOptimizerNode>(join->RightArg));
+        ComputeStatistics(static_pointer_cast<TJoinOptimizerNode>(join->RightArg), ctx);
     }
-    join->Stats = std::make_shared<TOptimizerStatistics>(ComputeJoinStats(*join->LeftArg->Stats, *join->RightArg->Stats, join->JoinConditions, EJoinImplType::DictJoin));
+    join->Stats = std::make_shared<TOptimizerStatistics>(ComputeJoinStats(*join->LeftArg->Stats, *join->RightArg->Stats, join->JoinConditions, EJoinAlgoType::DictJoin, ctx));
 }
 
 /**
@@ -934,10 +1007,9 @@ void ComputeStatistics(const std::shared_ptr<TJoinOptimizerNode>& join) {
  * The root of the subtree that needs to be optimizer needs to be reorderable, otherwise we will
  * only update the statistics for it and return it unchanged
 */
-std::shared_ptr<TJoinOptimizerNode> OptimizeSubtree(const std::shared_ptr<TJoinOptimizerNode>& joinTree, ui32 maxDPccpDPTableSize) {
+std::shared_ptr<TJoinOptimizerNode> OptimizeSubtree(const std::shared_ptr<TJoinOptimizerNode>& joinTree, ui32 maxDPccpDPTableSize, IProviderContext& ctx) {
     if (!joinTree->IsReorderable) {
-        joinTree->Stats = std::make_shared<TOptimizerStatistics>(ComputeJoinStats(*joinTree->LeftArg->Stats, *joinTree->RightArg->Stats, joinTree->JoinConditions, EJoinImplType::DictJoin));
-        return joinTree;
+        return PickBestNonReorderabeJoin(joinTree->LeftArg, joinTree->RightArg, joinTree->JoinConditions, ctx);
     }
 
     TGraph<64> joinGraph;
@@ -954,7 +1026,7 @@ std::shared_ptr<TJoinOptimizerNode> OptimizeSubtree(const std::shared_ptr<TJoinO
     // If that's the case - don't optimize the plan and just return it with
     // computed statistics
     if (rels.size() >= 64) {
-        ComputeStatistics(joinTree);
+        ComputeStatistics(joinTree, ctx);
         return joinTree;
     }
 
@@ -981,12 +1053,12 @@ std::shared_ptr<TJoinOptimizerNode> OptimizeSubtree(const std::shared_ptr<TJoinO
         YQL_CLOG(TRACE, CoreDq) << str.str();
     }
 
-    TDPccpSolver<64> solver(joinGraph,rels);
+    TDPccpSolver<64> solver(joinGraph, rels, ctx);
 
     // Check that the dynamic table of DPccp is not too big
     // If it is, just compute the statistics for the join tree and return it
     if (solver.CountCC(maxDPccpDPTableSize) >= maxDPccpDPTableSize) {
-        ComputeStatistics(joinTree);
+        ComputeStatistics(joinTree, ctx);
         return joinTree;
     }
 
@@ -1005,8 +1077,8 @@ std::shared_ptr<TJoinOptimizerNode> OptimizeSubtree(const std::shared_ptr<TJoinO
 
 class TOptimizerNativeNew: public IOptimizerNew {
 public:
-    TOptimizerNativeNew(const ui32 maxDPccpDPTableSize)
-        : MaxDPccpDPTableSize(maxDPccpDPTableSize) { }
+    TOptimizerNativeNew(IProviderContext& ctx, const ui32 maxDPccpDPTableSize)
+        : IOptimizerNew(ctx), MaxDPccpDPTableSize(maxDPccpDPTableSize) { }
 
     std::shared_ptr<TJoinOptimizerNode>  JoinSearch(const std::shared_ptr<TJoinOptimizerNode>& joinTree) override {
         // Traverse the join tree and generate a list of non-orderable joins in a post-order
@@ -1016,16 +1088,16 @@ class TOptimizerNativeNew: public IOptimizerNew {
         // For all non-orderable joins, optimize the children
         for( auto join : nonOrderables ) {
             if (join->LeftArg->Kind == EOptimizerNodeKind::JoinNodeType) {
-                join->LeftArg = OptimizeSubtree(static_pointer_cast<TJoinOptimizerNode>(join->LeftArg), MaxDPccpDPTableSize);
+                join->LeftArg = OptimizeSubtree(static_pointer_cast<TJoinOptimizerNode>(join->LeftArg), MaxDPccpDPTableSize, Pctx);
             }
             if (join->RightArg->Kind == EOptimizerNodeKind::JoinNodeType) {
-                join->RightArg = OptimizeSubtree(static_pointer_cast<TJoinOptimizerNode>(join->RightArg), MaxDPccpDPTableSize);
+                join->RightArg = OptimizeSubtree(static_pointer_cast<TJoinOptimizerNode>(join->RightArg), MaxDPccpDPTableSize, Pctx);
             }  
-            join->Stats = std::make_shared<TOptimizerStatistics>(ComputeJoinStats(*join->LeftArg->Stats, *join->RightArg->Stats, join->JoinConditions, EJoinImplType::DictJoin));
+            join->Stats = std::make_shared<TOptimizerStatistics>(ComputeJoinStats(*join->LeftArg->Stats, *join->RightArg->Stats, join->JoinConditions, EJoinAlgoType::DictJoin, Pctx));
         }
 
         // Optimize the root
-        return OptimizeSubtree(joinTree, MaxDPccpDPTableSize);
+        return OptimizeSubtree(joinTree, MaxDPccpDPTableSize, Pctx);
     }
 
     const ui32 MaxDPccpDPTableSize;
@@ -1041,9 +1113,10 @@ class TOptimizerNativeNew: public IOptimizerNew {
  * and finally optimizes the root of the tree
 */
 TExprBase DqOptimizeEquiJoinWithCosts(const TExprBase& node, TExprContext& ctx, TTypeAnnotationContext& typesCtx, 
-    bool ruleEnabled, ui32 maxDPccpDPTableSize) {
+    ui32 optLevel, ui32 maxDPccpDPTableSize, IProviderContext& providerCtx, 
+    const std::function<void(TVector<std::shared_ptr<TRelOptimizerNode>>&, TStringBuf, const TExprNode::TPtr, const std::shared_ptr<TOptimizerStatistics>&)>& providerCollect) {
 
-    if (!ruleEnabled) {
+    if (optLevel==0) {
         return node;
     }
 
@@ -1065,9 +1138,8 @@ TExprBase DqOptimizeEquiJoinWithCosts(const TExprBase& node, TExprContext& ctx,
     // Check that statistics for all inputs of equiJoin were computed
     // The arguments of the EquiJoin are 1..n-2, n-2 is the actual join tree
     // of the EquiJoin and n-1 argument are the parameters to EquiJoin
-    if (!DqCollectJoinRelationsWithStats(typesCtx, equiJoin, [&](auto label, auto stat) {
-        rels.emplace_back(std::make_shared<TRelOptimizerNode>(TString(label), stat));
-    })) {
+
+    if (!DqCollectJoinRelationsWithStats(rels, typesCtx, equiJoin, providerCollect)){
         return node;
     }
 
@@ -1078,7 +1150,7 @@ TExprBase DqOptimizeEquiJoinWithCosts(const TExprBase& node, TExprContext& ctx,
     // Generate an initial tree
     auto joinTree = ConvertToJoinTree(joinTuple,rels);
 
-    auto opt = TOptimizerNativeNew(maxDPccpDPTableSize);
+    auto opt = TOptimizerNativeNew(providerCtx, maxDPccpDPTableSize);
     joinTree = opt.JoinSearch(joinTree);
 
     // rewrite the join tree and record the output statistics
@@ -1097,7 +1169,8 @@ class TOptimizerNative: public IOptimizer {
     }
 
     TOutput JoinSearch() override {
-        TDPccpSolver<64> solver(JoinGraph, Rels);
+        auto dummyProviderCtx = TDummyProviderContext();
+        TDPccpSolver<64> solver(JoinGraph, Rels, dummyProviderCtx);
         std::shared_ptr<TJoinOptimizerNode> result = solver.Solve();
         if (Log) {
             std::stringstream str;
diff --git a/ydb/library/yql/dq/opt/dq_opt_join_cost_based_generic.cpp b/ydb/library/yql/dq/opt/dq_opt_join_cost_based_generic.cpp
index 75a1bbf1a107..591737af615f 100644
--- a/ydb/library/yql/dq/opt/dq_opt_join_cost_based_generic.cpp
+++ b/ydb/library/yql/dq/opt/dq_opt_join_cost_based_generic.cpp
@@ -157,11 +157,11 @@ TExprBase DqOptimizeEquiJoinWithCosts(
 	TExprContext& ctx, 
 	TTypeAnnotationContext& typesCtx,
 	const std::function<IOptimizer*(IOptimizer::TInput&&)>& optFactory,
-    bool ruleEnabled)
+    ui32 optLevel)
 {
     Y_UNUSED(ctx);
 
-    if (!ruleEnabled) {
+    if (optLevel==0) {
         return node;
     }
 
@@ -184,7 +184,10 @@ TExprBase DqOptimizeEquiJoinWithCosts(
 
     TState state(equiJoin);
     // collect Rels
-    if (!DqCollectJoinRelationsWithStats(typesCtx, equiJoin, [&](auto label, auto stat) {
+    TVector<std::shared_ptr<TRelOptimizerNode>> rels;
+    if (!DqCollectJoinRelationsWithStats(rels, typesCtx, equiJoin, [&](auto r, auto label, auto node, auto stat) {
+        Y_UNUSED(r);
+        Y_UNUSED(node);
         state.CollectRel(label, stat);
     })) {
         return node;
diff --git a/ydb/library/yql/dq/opt/dq_opt_log.h b/ydb/library/yql/dq/opt/dq_opt_log.h
index 83061e1b3de6..0c140b9d99d0 100644
--- a/ydb/library/yql/dq/opt/dq_opt_log.h
+++ b/ydb/library/yql/dq/opt/dq_opt_log.h
@@ -11,6 +11,9 @@
 namespace NYql {
     struct TTypeAnnotationContext;
     struct TDqSettings;
+    struct IProviderContext;
+    struct TRelOptimizerNode;
+    struct TOptimizerStatistics;
 }
 
 namespace NYql::NDq {
@@ -19,14 +22,21 @@ NNodes::TExprBase DqRewriteAggregate(NNodes::TExprBase node, TExprContext& ctx,
 
 NNodes::TExprBase DqRewriteTakeSortToTopSort(NNodes::TExprBase node, TExprContext& ctx, const TParentsMap& parents);
 
-NNodes::TExprBase DqOptimizeEquiJoinWithCosts(const NNodes::TExprBase& node, TExprContext& ctx, TTypeAnnotationContext& typesCtx, bool isRuleEnabled, ui32 maxDPccpDPTableSize);
+NNodes::TExprBase DqOptimizeEquiJoinWithCosts(
+    const NNodes::TExprBase& node, 
+    TExprContext& ctx, 
+    TTypeAnnotationContext& typesCtx, 
+    ui32 optLevel, 
+    ui32 maxDPccpDPTableSize,
+    IProviderContext& providerCtx, 
+    const std::function<void(TVector<std::shared_ptr<TRelOptimizerNode>>&, TStringBuf, const TExprNode::TPtr, const std::shared_ptr<TOptimizerStatistics>&)>& providerCollect);
 
 NNodes::TExprBase DqOptimizeEquiJoinWithCosts(
     const NNodes::TExprBase& node,
     TExprContext& ctx,
     TTypeAnnotationContext& typesCtx,
     const std::function<IOptimizer*(IOptimizer::TInput&&)>& optFactory,
-    bool ruleEnabled);
+    ui32 optLevel);
 
 NNodes::TExprBase DqRewriteEquiJoin(const NNodes::TExprBase& node, TExprContext& ctx);
 
diff --git a/ydb/library/yql/dq/opt/dq_opt_stat.cpp b/ydb/library/yql/dq/opt/dq_opt_stat.cpp
index 747bda5ca5dc..aed5076e9e31 100644
--- a/ydb/library/yql/dq/opt/dq_opt_stat.cpp
+++ b/ydb/library/yql/dq/opt/dq_opt_stat.cpp
@@ -93,7 +93,7 @@ bool IsConstantExpr(const TExprNode::TPtr& input) {
  * Compute statistics for map join
  * FIX: Currently we treat all join the same from the cost perspective, need to refine cost function
  */
-void InferStatisticsForMapJoin(const TExprNode::TPtr& input, TTypeAnnotationContext* typeCtx) {
+void InferStatisticsForMapJoin(const TExprNode::TPtr& input, TTypeAnnotationContext* typeCtx, const IProviderContext& ctx) {
     auto inputNode = TExprBase(input);
     auto join = inputNode.Cast<TCoMapJoinCore>();
 
@@ -118,14 +118,14 @@ void InferStatisticsForMapJoin(const TExprNode::TPtr& input, TTypeAnnotationCont
     }
 
     typeCtx->SetStats(join.Raw(), std::make_shared<TOptimizerStatistics>(
-                                      ComputeJoinStats(*leftStats, *rightStats, leftJoinKeys, rightJoinKeys, MapJoin)));
+                                      ComputeJoinStats(*leftStats, *rightStats, leftJoinKeys, rightJoinKeys, MapJoin, ctx)));
 }
 
 /**
  * Compute statistics for grace join
  * FIX: Currently we treat all join the same from the cost perspective, need to refine cost function
  */
-void InferStatisticsForGraceJoin(const TExprNode::TPtr& input, TTypeAnnotationContext* typeCtx) {
+void InferStatisticsForGraceJoin(const TExprNode::TPtr& input, TTypeAnnotationContext* typeCtx, const IProviderContext& ctx) {
     auto inputNode = TExprBase(input);
     auto join = inputNode.Cast<TCoGraceJoinCore>();
 
@@ -150,7 +150,7 @@ void InferStatisticsForGraceJoin(const TExprNode::TPtr& input, TTypeAnnotationCo
     }
 
     typeCtx->SetStats(join.Raw(), std::make_shared<TOptimizerStatistics>(
-                                      ComputeJoinStats(*leftStats, *rightStats, leftJoinKeys, rightJoinKeys, GraceJoin)));
+                                      ComputeJoinStats(*leftStats, *rightStats, leftJoinKeys, rightJoinKeys, GraceJoin, ctx)));
 }
 
 /**
diff --git a/ydb/library/yql/dq/opt/dq_opt_stat.h b/ydb/library/yql/dq/opt/dq_opt_stat.h
index 7a5f9542764b..4f3497da4fcd 100644
--- a/ydb/library/yql/dq/opt/dq_opt_stat.h
+++ b/ydb/library/yql/dq/opt/dq_opt_stat.h
@@ -1,6 +1,7 @@
 #include "dq_opt.h"
 
 #include <ydb/library/yql/core/yql_type_annotation.h>
+#include <ydb/library/yql/core/cbo/cbo_optimizer_new.h>
 
 namespace NYql::NDq {
 
@@ -14,8 +15,8 @@ void PropagateStatisticsToLambdaArgument(const TExprNode::TPtr& input, TTypeAnno
 void PropagateStatisticsToStageArguments(const TExprNode::TPtr& input, TTypeAnnotationContext* typeCtx);
 void InferStatisticsForStage(const TExprNode::TPtr& input, TTypeAnnotationContext* typeCtx);
 void InferStatisticsForDqSource(const TExprNode::TPtr& input, TTypeAnnotationContext* typeCtx);
-void InferStatisticsForGraceJoin(const TExprNode::TPtr& input, TTypeAnnotationContext* typeCtx);
-void InferStatisticsForMapJoin(const TExprNode::TPtr& input, TTypeAnnotationContext* typeCtx);
+void InferStatisticsForGraceJoin(const TExprNode::TPtr& input, TTypeAnnotationContext* typeCtx, const IProviderContext& ctx);
+void InferStatisticsForMapJoin(const TExprNode::TPtr& input, TTypeAnnotationContext* typeCtx, const IProviderContext& ctx);
 double ComputePredicateSelectivity(const NNodes::TExprBase& input, const std::shared_ptr<TOptimizerStatistics>& stats);
 bool NeedCalc(NNodes::TExprBase node);
 bool IsConstantExpr(const TExprNode::TPtr& input);
diff --git a/ydb/library/yql/dq/opt/dq_opt_stat_transformer_base.cpp b/ydb/library/yql/dq/opt/dq_opt_stat_transformer_base.cpp
index 4284d30cecaf..f29e814444ca 100644
--- a/ydb/library/yql/dq/opt/dq_opt_stat_transformer_base.cpp
+++ b/ydb/library/yql/dq/opt/dq_opt_stat_transformer_base.cpp
@@ -7,8 +7,8 @@ namespace NYql::NDq {
 
 using namespace NNodes;
 
-TDqStatisticsTransformerBase::TDqStatisticsTransformerBase(TTypeAnnotationContext* typeCtx)
-    : TypeCtx(typeCtx)
+TDqStatisticsTransformerBase::TDqStatisticsTransformerBase(TTypeAnnotationContext* typeCtx, const IProviderContext& ctx)
+    : TypeCtx(typeCtx), Pctx(ctx)
 { }
 
 IGraphTransformer::TStatus TDqStatisticsTransformerBase::DoTransform(TExprNode::TPtr input, TExprNode::TPtr& output, TExprContext& ctx) {
@@ -55,10 +55,10 @@ bool TDqStatisticsTransformerBase::BeforeLambdas(const TExprNode::TPtr& input, T
 
     // Join matchers
     else if(TCoMapJoinCore::Match(input.Get())) {
-        InferStatisticsForMapJoin(input, TypeCtx);
+        InferStatisticsForMapJoin(input, TypeCtx, Pctx);
     }
     else if(TCoGraceJoinCore::Match(input.Get())) {
-        InferStatisticsForGraceJoin(input, TypeCtx);
+        InferStatisticsForGraceJoin(input, TypeCtx, Pctx);
     }
 
     // Do nothing in case of EquiJoin, otherwise the EquiJoin rule won't fire
diff --git a/ydb/library/yql/dq/opt/dq_opt_stat_transformer_base.h b/ydb/library/yql/dq/opt/dq_opt_stat_transformer_base.h
index 45ff27acc310..8201832b6458 100644
--- a/ydb/library/yql/dq/opt/dq_opt_stat_transformer_base.h
+++ b/ydb/library/yql/dq/opt/dq_opt_stat_transformer_base.h
@@ -2,12 +2,13 @@
 
 #include <ydb/library/yql/core/yql_graph_transformer.h>
 #include <ydb/library/yql/core/yql_type_annotation.h>
+#include <ydb/library/yql/core/cbo/cbo_optimizer_new.h>
 
 namespace NYql::NDq {
 
 class TDqStatisticsTransformerBase : public TSyncTransformerBase {
 public:
-    TDqStatisticsTransformerBase(TTypeAnnotationContext* typeCtx);
+    TDqStatisticsTransformerBase(TTypeAnnotationContext* typeCtx, const IProviderContext& ctx);
 
     IGraphTransformer::TStatus DoTransform(TExprNode::TPtr input, TExprNode::TPtr& output, TExprContext& ctx) override;
     void Rewind() override;
@@ -21,6 +22,7 @@ class TDqStatisticsTransformerBase : public TSyncTransformerBase {
     bool AfterLambdas(const TExprNode::TPtr& input, TExprContext& ctx);
 
     TTypeAnnotationContext* TypeCtx;
+    const IProviderContext& Pctx;
 };
 
 } // namespace NYql::NDq
diff --git a/ydb/library/yql/providers/dq/common/yql_dq_settings.h b/ydb/library/yql/providers/dq/common/yql_dq_settings.h
index b50224a76e67..3530a3178e8b 100644
--- a/ydb/library/yql/providers/dq/common/yql_dq_settings.h
+++ b/ydb/library/yql/providers/dq/common/yql_dq_settings.h
@@ -56,6 +56,7 @@ struct TDqSettings {
         static constexpr bool ExportStats = false;
         static constexpr ETaskRunnerStats TaskRunnerStats = ETaskRunnerStats::Basic;
         static constexpr ESpillingEngine SpillingEngine = ESpillingEngine::Disable;
+        static constexpr ui32 CostBasedOptimizationLevel = 0;
         static constexpr ui32 MaxDPccpDPTableSize = 10000U;
 
     };
diff --git a/ydb/library/yql/providers/dq/provider/yql_dq_datasource.cpp b/ydb/library/yql/providers/dq/provider/yql_dq_datasource.cpp
index e91c019b5a22..886d5787b45f 100644
--- a/ydb/library/yql/providers/dq/provider/yql_dq_datasource.cpp
+++ b/ydb/library/yql/providers/dq/provider/yql_dq_datasource.cpp
@@ -50,7 +50,7 @@ class TDqDataProviderSource: public TDataProviderBase {
         , ExecTransformer_([this, execTransformerFactory] () { return THolder<IGraphTransformer>(execTransformerFactory(State_)); })
         , TypeAnnotationTransformer_([] () { return CreateDqsDataSourceTypeAnnotationTransformer(); })
         , ConstraintsTransformer_([] () { return CreateDqDataSourceConstraintTransformer(); })
-        , StatisticsTransformer_([this]() { return CreateDqsStatisticsTransformer(State_); })
+        , StatisticsTransformer_([this]() { return CreateDqsStatisticsTransformer(State_, TDummyProviderContext::instance()); })
     { }
 
     TStringBuf GetName() const override {
diff --git a/ydb/library/yql/providers/dq/provider/yql_dq_statistics.cpp b/ydb/library/yql/providers/dq/provider/yql_dq_statistics.cpp
index 4d44e7cd03fd..36b3e4603155 100644
--- a/ydb/library/yql/providers/dq/provider/yql_dq_statistics.cpp
+++ b/ydb/library/yql/providers/dq/provider/yql_dq_statistics.cpp
@@ -14,8 +14,8 @@ using namespace NNodes;
 
 class TDqsStatisticsTransformer : public NDq::TDqStatisticsTransformerBase {
 public:
-    TDqsStatisticsTransformer(const TDqStatePtr& state)
-        : NDq::TDqStatisticsTransformerBase(state->TypeCtx)
+    TDqsStatisticsTransformer(const TDqStatePtr& state, const IProviderContext& ctx)
+        : NDq::TDqStatisticsTransformerBase(state->TypeCtx, ctx)
         , State(state)
     { }
 
@@ -55,8 +55,8 @@ class TDqsStatisticsTransformer : public NDq::TDqStatisticsTransformerBase {
     TDqStatePtr State;
 };
 
-THolder<IGraphTransformer> CreateDqsStatisticsTransformer(TDqStatePtr state) {
-    return MakeHolder<TDqsStatisticsTransformer>(state);
+THolder<IGraphTransformer> CreateDqsStatisticsTransformer(TDqStatePtr state, const IProviderContext& ctx) {
+    return MakeHolder<TDqsStatisticsTransformer>(state, ctx);
 }
 
 } // namespace NYql
diff --git a/ydb/library/yql/providers/dq/provider/yql_dq_statistics.h b/ydb/library/yql/providers/dq/provider/yql_dq_statistics.h
index 460b363bf40c..6a5592c775fc 100644
--- a/ydb/library/yql/providers/dq/provider/yql_dq_statistics.h
+++ b/ydb/library/yql/providers/dq/provider/yql_dq_statistics.h
@@ -1,6 +1,7 @@
 #pragma once
 
 #include <ydb/library/yql/core/yql_graph_transformer.h>
+#include <ydb/library/yql/core/cbo/cbo_optimizer_new.h>
 
 #include <util/generic/ptr.h>
 
@@ -9,6 +10,6 @@ namespace NYql {
 struct TDqState;
 using TDqStatePtr = TIntrusivePtr<TDqState>;
 
-THolder<IGraphTransformer> CreateDqsStatisticsTransformer(TDqStatePtr state);
+THolder<IGraphTransformer> CreateDqsStatisticsTransformer(TDqStatePtr state, const IProviderContext& ctx);
 
 } // namespace NYql