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It’s For Responsible Nations To Reflect: India On China Supporting Pak During Operation Sindoor

NEW DELHI, May 12: India on Tuesday said that reports of China supporting Pakistan during Operation Sindoor corroborate what was known earlier and it is for nations that consider themselves responsible to reflect whether supporting attempts to protect terrorist infrastructure affects their standing.
Ministry of External Affairs spokesperson Randhir Jaiswal stated this while responding to a question on Chinese official media reports that admitted to Beijing providing technical support to Pakistan during Operation Sindoor carried out by India in May 2025 to avenge the Pahalgam terror attacks.
“We have seen these reports that corroborate what was known earlier. Operation Sindoor was a precise, targeted and calibrated response to the terrorist attacks in Pahalgam, aimed at destroying state-sponsored terrorist infrastructure operating out of Pakistan and at its behest,” Jaiswal said at the press briefing.
“It is for nations who consider themselves responsible to reflect whether supporting attempts to protect terrorist infrastructure affects their reputation and standing,” he said.
Last week, China, for the first time, confirmed that it provided on-site technical support to Pakistan during the four-day conflict with India, according to Chinese official media reports.
China’s state broadcaster CCTV on Thursday aired an interview with Zhang Heng, an engineer from the Aviation Industry Corporation of China’s (AVIC) Chengdu Aircraft Design and Research Institute, a key developer of China’s advanced fighter aircraft and unmanned aerial vehicle design.
Zhang had provided technical support to Pakistan during the four-day war last May, Hong Kong-based South China Morning Post reported, quoting CCTV.
Pakistan’s air force operates a fleet of Chinese-made J-10CE jets, produced by an AVIC subsidiary. (Agencies)

The Ethnic Fashion Guide: Women’s Suit Trends, Fabrics, and Best Picks

The Ethnic Fashion Guide: Women’s Suit Trends, Fabrics, and Best Picks
The Ethnic Fashion Guide: Women’s Suit Trends, Fabrics, and Best Picks

Indian ethnic fashion has never had a shortage of options, but the suit for women has always been the category that makes the most practical sense. It is complete on its own, it works across every occasion from a regular workday to a wedding function, and in the right fabric, it manages to be both beautiful and genuinely comfortable. The challenge has never been finding a suit; it has been finding the right one.

What BIBA’s current women’s suit set collection does particularly well is give every kind of woman a starting point. Seven silhouettes across prints, embroideries, fabrics, and occasion categories, from everyday cotton suits for women that hold up through long workdays to richly embroidered festive styles for the occasions that genuinely deserve the effort. If you have been navigating ethnic fashion without a clear sense of what works for you, this is a useful place to begin.

7 Women’s Suit Styles Worth Knowing This Season

The suits covered here are not passing trends. They are silhouettes with staying power, each suited to a different kind of woman and a different kind of occasion. From the clean and structured to the dramatically flared, here is a closer look at the style of suit set for women that are doing the most work in ethnic wardrobes right now.

1.     The Straight Suit Set Every Woman Needs in Her Wardrobe

The straight suit for women is where most wardrobes begin and, for many women, where it stays, because it consistently delivers. A clean kurta that falls in a vertical line from shoulder to hem, paired with straight pants or a churidar, is the most polished and professional silhouette in ethnic dressing. In a solid cotton or a subtle printed fabric, it handles the office without effort. In embroidered chanderi with a dupatta, it becomes evening-ready. The ladies’ suit design looks like it was chosen deliberately, regardless of how quickly it was put on.

2.     An Anarkali Suit Set for the Woman Who Believes in Making an Entrance

The Anarkali is Indian ethnic fashion’s most enduring dramatic gesture. A fitted bodice, a floor-length or mid-length flare, and a dupatta that completes the look, it is a silhouette that has survived centuries of fashion because it genuinely flatters and moves beautifully. A silk suit for women in an Anarkali cut in a deep jewel tone is the party wear choice that never needs a second opinion. In cotton with a floral print, it becomes a festive afternoon option that is entirely its own kind of special.

3.     Why a Flared Suit Set for Women Is the Most Effortless Party Wear Choice

The flared suit set for women sits between the straight suit and the Anarkali in terms of drama and formality, which makes it the most versatile of the three. The kurta flares from the waist or hip, creating movement and volume without committing to a full floor-length silhouette. In a foil-printed fabric or an embroidered georgette, it becomes one of the strongest party wear options in the collection; festive enough for the occasion, relaxed enough to actually enjoy it. This is the best suit for women who want impact without overdressing.

4.     A-Line and Kalidar Suits for the Days That Call for Grace Over Drama

A-line and kalidar suits are the quieter, more considered alternatives to the Anarkali. The A-line flares gently from the waist with a soft, universal flattery that works across most body types. The kalidar is more structured, with multiple fabric panels sewn together to create a precise flare from the waist that has a different quality from any other silhouette. Both read as traditional, and both carry embroidery beautifully. A kalidar women’s suit set in a chanderi yoke with concentrated threadwork embroidery at the neckline is the kind of investment piece that earns compliments every time it is worn.

5.     Asymmetric Suits and the Case for Ethnic Dressing That Feels Personal

Asymmetric ladies’ suit designs bring a contemporary edge to ethnic dressing without abandoning the comfort and cultural familiarity of the kurta format. The uneven hemline, shorter at the front, longer at the back, creates visual interest and movement that makes the outfit feel more expressive than a conventional silhouette. In a bold geometric print or a Schiffli-embroidered fabric, an asymmetric suit set for women is the choice for the woman whose personal style has always been a little harder to categorise. She is not fully traditional, not fully contemporary, and this silhouette understands that completely.

6.     The Layered Suit That Makes Styling Look Like It Came Naturally

A layered suit set is the format where ethnic dressing gets most interesting. A kurta worn over a contrast inner, or a jacket-style overlay over a fitted base, creates the kind of depth and dimension that a single-layer outfit rarely achieves. Layered suits for women in printed or embroidered fabrics give the outfit a considered, editorial quality that makes it look like considerably more thought went into the outfit than actually did.

7.     Fusion Suit Sets for the Woman Who Makes Her Own Rules

The fusion suit set for women is where ethnic and contemporary dressing genuinely meet, rather than just coexisting in the same outfit. A crop top paired with contrasting palazzo pants and a layered Anarkali-style shrug. A structured blazer kurta over straight ethnic pants in a complementary print. A cotton suit for women silhouette with contemporary details; an unexpected neckline, a contrast lining, and a modern sleeve treatment, that gives the traditional format a completely fresh identity. Fusion suits are the best suits for women who have always felt that ethnic dressing should feel as personal as everything else in their wardrobe.

What Makes BIBA a Reliable Companion for Ethnic Dressing?

BIBA’s women’s suit set collection covers all seven of these silhouettes across cotton, silk, chanderi, and georgette fabrics; in prints, embroideries, and occasion categories that range from casual everyday dressing to wedding-ready festive wear. If you have been looking for a collection of the best suits for women that genuinely covers every occasion, every silhouette, and every kind of woman, BIBA’s current range is exactly that. Browse the full collection at biba.in.

Sparx launches the unique Shoe-Style  Sandals Under ‘Summer Swag’ Campaign

Sparx launches the unique Shoe-Style  Sandals Under 'Summer Swag' Campaign
Sparx launches the unique Shoe-Style  Sandals Under 'Summer Swag' Campaign
NEW DELHI, May 12:  Sparx, one of India’s most popular athleisure footwear brands among youth, has unveiled its Spring-Summer collection with a strong focus on style and attitude, leading with its Shoe-Style Sandals under the Summer Swag campaign.
Designed for today’s fast-moving lifestyle, the Shoe-Style Sandals reflect a shift in how young consumers approach footwear, seeking options that are not just functional, but also expressive. With Summer Swag, Sparx brings a more confident, effortless style language to the forefront, encouraging consumers to own their look with ease.
Flexibility is a key part of the construction. The build allows natural foot movement, making it suitable for activities such as walking, light hiking, and everyday commuting. At the same time, the sole is designed to offer durability and traction, ensuring stability across different surfaces. Breathability also plays an important role, especially in warmer conditions. The open structure allows airflow, helping maintain comfort during long hours of use. Along with this, the overall design remains lightweight, making it easy to wear through the day without strain.
Sporty, contemporary styling adds to its appeal, making it easy to pair across casual looks while standing out as a statement in itself. Lightweight construction, flexibility, and all-day comfort further enhance its usability, especially during the summer season.
Speaking on the launch, Mr. Gaurav Kumaar Dua, Co-Chief Executive Officer & Whole Time Director, Relaxo Footwears Ltd, said, “As leaders in the sandals category, our focus has consistently been on strengthening that position through continuous product innovation. With evolving consumer expectations, there is a clear shift towards versatile, multi-purpose footwear, and the Shoe-Style Sandal is a direct response to this need. It brings together the structural support of a shoe with the breathability and style of a sandal, creating a differentiated space within the category. By launching Shoe-Style Sandals under the ‘Summer Swag’ campaign, we wanted to bring a sharper focus on style and attitude, especially for young consumers who see footwear as an extension of their personality.”
With this launch, Sparx sets the tone for its Summer Swag campaign, with more style-led offerings to follow through the season.
About Relaxo Footwears Ltd.
Incorporated in 1984, Relaxo is the largest footwear manufacturer in India and has been serving the nation for four decades. Ranked among the top 500 Most Valuable Companies (Fortune 500 India), Relaxo is synonymous with quality products and affordable prices. It manufactures slippers, sandals, and sports & casual shoes.
Its most popular brands – Relaxo, Sparx, Flite, and Bahamas – each lead their respective segments. Relaxo, an iconic brand known for its rubber slippers, is a versatile choice for all sections of society. Flite offers a stylish range of fashionable and semi-formal slippers. Sparx reflects the attitude, style, and energy of young India through its sports shoes, sandals, and slippers. Bahamas captures the spirit of freedom, fun, and youth through its vibrant flip-flops.
With a pan-India distribution footprint, Relaxo also operates a strong network of 400+ exclusive retail outlets, and its products are widely available across major e-commerce platforms, large-format stores, and global markets.
For More Information: <a href=”https://relaxofootwear.com/collections/sparx”>https://relaxofootwear.com/collections/sparx</a>
(PTI)

Stock markets tank 2 pc as elevated oil  prices, US-Iran tensions weigh on sentiment

Stock markets tank 2 pc as elevated oil  prices, US-Iran tensions weigh on sentiment
Stock markets tank 2 pc as elevated oil  prices, US-Iran tensions weigh on sentiment
MUMBAI, May 12:  Equity benchmark indices ended lower for the fourth consecutive session on Tuesday, with the Sensex and Nifty tumbling nearly 2 per cent, as a spike in crude oil prices and uncertainty surrounding the West Asia conflict clouded markets’ confidence.
Unabated foreign fund outflows and the rupee depreciating to a lifetime low also impacted investor sentiment.
Amid a widespread sell-off, the 30-share BSE Sensex tanked 1,456.04 points, or 1.92 per cent, to settle at 74,559.24. During the day, it dived 1,565.78 points, or 2 per cent, to 74,449.50.
A total of 3,412 stocks declined, while 869 advanced and 129 remained unchanged on the BSE.
The 50-share NSE Nifty dropped 436.30 points, or 1.83 per cent, to end at 23,379.55.
“Domestic equities remained under pressure, with the rupee weakening to record lows amid rising crude oil prices linked to escalating tensions in West Asia, along with FII outflows.
“The decline was broad-based, led by IT and realty stocks. IT stocks underperformed as concerns grew around AI-driven pricing pressure and potential disruption following recent enterprise adoption initiatives by OpenAI,” Vinod Nair, Head of Research, Geojit Investments Limited, said.
In four trading days, the BSE gauge has tanked 3,399.28 points or 4.36 per cent, and the Nifty slumped 951.4 points or 3.91 per cent.
From the Sensex pack, Tech Mahindra, Adani Ports, HCL Tech, Tata Consultancy Services, Titan and Bharat Electronics were among the major laggards.
On the other hand, the State Bank of India was the only winner from the pack.
In the broader market, the BSE MidCap Select index tanked 2.92 per cent, and the SmallCap Select index declined by 2.73 per cent.
Sectorally, realty dropped 4.22 per cent, Focused IT (3.61 per cent), services (3.51 per cent), IT (3.37 per cent), consumer durables (3.35 per cent) and industrials (3 per cent).
Brent crude, the global oil benchmark, traded 2.75 per cent higher at USD 107.1 per barrel.
The rupee depreciated 35 paise to close at an all-time low of 95.63 (provisional) against the US dollar on Tuesday.
Hariprasad K, Research Analyst and Founder, Livelong Wealth, said, unlike a routine profit-booking phase, the current decline appears to be driven by a broader “confidence shock” in the market.
“Investors are increasingly interpreting recent policy messaging and austerity-oriented commentary as an indication that policymakers may be preparing for a tougher macroeconomic environment ahead,” he said.
The pressure on Indian equities is now being amplified by a macro “triple hit” — crude oil prices hovering near USD 105-107 per barrel, the rupee slipping to a fresh record low against the US dollar, and continued aggressive FII outflows, Hariprasad added.
US President Donald Trump on Monday said the ceasefire with Iran was at its “weakest” and on “massive life support”, a day after he rejected Tehran’s proposal to end the months-long war as “totally unacceptable”.
“It is at its weakest… After reading that piece of garbage they sent us… It’s on life support, massive life support,” Trump told reporters at the Oval Office in response to a question on the ceasefire with Iran in the wake of the rejection of the peace proposal.
Foreign Institutional Investors (FIIs) offloaded equities worth Rs 8,437.56 crore on Monday, according to exchange data.
In Asian markets, South Korea’s benchmark Kospi, Shanghai’s SSE Composite and Hong Kong’s Hang Seng ended lower, while Japan’s benchmark Nikkei 225 settled higher.
Markets in Europe were trading lower.
US markets ended in positive territory on Monday.
On Monday, the BSE benchmark tanked 1,312.91 points or 1.70 per cent to settle at 76,015.28. The Nifty dropped 360.30 points or 1.49 per cent to end at 23,815.85. (PTI)

Maruti Suzuki selects 6 start-ups  to co-create new-age tech-based biz solutions

Maruti Suzuki selects 6 start-ups  to co-create new-age tech-based biz solutions
Maruti Suzuki selects 6 start-ups  to co-create new-age tech-based biz solutions
  NEW DELHI, May 12:  Maruti Suzuki India Ltd on Tuesday said it has selected six startups from the 10th cohort of its flagship accelerator program to co-create new-age technology-based business solutions.
  These solutions aim to further improve safety and efficiency in plant operations, reduce product development time, strengthen material-level traceability, and further enhance customer experience, the company said in a statement.
The selected startups are Goat Robotics, SheerDrive, Schijnenn Digital, GenbaNEXT, Swayatt Drishtigochar, and Swiftex.
They have been awarded paid Proof of Concepts (PoCs) to co-create AI-based and technology-led solutions with Maruti Suzuki, it added.
“As our operations continue to grow, the solutions that we are co-creating with these startups will enable us to further improve safety in our plants, help reduce product design and development lead time, strengthen material traceability to support our circularity efforts, and help our dealer sales executives engage with customers more efficiently,” Maruti Suzuki India MD & CEO Hisashi Takeuchi said.
Stating that the company is committed to supporting the Government’s ‘Startup India’ initiative through innovation programs, he said, “These programs provide startups mentorship, access to our facilities, and opportunities to work with our teams in real business situations.”
This helps startups refine and scale their ideas while also helping Maruti Suzuki modernise its operations and become future-ready, Takeuchi noted. (PTI)

Retail inflation inches up to  3.48 pc in April: Govt data

Retail inflation inches up to  3.48 pc in April: Govt data
Retail inflation inches up to  3.48 pc in April: Govt data
NEW DELHI, May 12:  Retail inflation rose marginally to 3.48 per cent in April compared to 3.40 per cent in the preceding month, mainly due to an uptick in food prices.
Food inflation, as per the Consumer Price Index (CPI), was 4.2 per cent last month compared to 3.87 per cent in March.
The year-on-year inflation rate based on All India Consumer Price Index (CPI) with base year 2024 for April was 3.48 per cent, according to the National Statistics Organisation (NSO) data.
The corresponding inflation rates for rural and urban were 3.74 per cent and 3.16 per cent, respectively.
Last month, the Reserve Bank projected the CPI inflation for 2026-27 at 4.6 per cent, with 4 per cent in Q1. It also said that persistently elevated energy prices due to the West Asia conflict and possible El Nino conditions (which could have a negative impact on the southwest monsoon) pose upside risks to inflation. (PTI)

Pakistan calls report on Iranian  aircraft parked at airbase ‘misleading’

Pakistan calls report on Iranian  aircraft parked at airbase 'misleading'
Pakistan calls report on Iranian  aircraft parked at airbase 'misleading'
ISLAMABAD, May 12:  Pakistan on Tuesday rejected as “misleading” a US media report that claimed Islamabad allowed Iranian military aircraft to park on its airfield to potentially shield them from American airstrikes, while playing the role of mediator between the two sides.
In a statement, the Foreign Office said that the Iranian aircraft currently parked in the country arrived during the ceasefire period following the initial round of US-Iran peace talks and bears “no linkage” to any military contingency or preservation arrangement.
CBS News reported that days after US President Donald Trump announced the ceasefire with Iran in early April, Tehran sent multiple aircraft to the Nur Khan Airbase near Rawalpindi.
“Among the military hardware was an Iranian Air Force RC-130, a reconnaissance and intelligence-gathering variant of the Lockheed C-130 Hercules tactical transport aircraft,” the report claimed.
In its statement, the Foreign Office categorically rejected the CBS News report as “misleading and sensationalised.”
“Such speculative narratives appear aimed at undermining ongoing efforts for regional stability and peace,” it said.
“Following the ceasefire and during the initial round of the Islamabad Talks, a number of aircraft from Iran and the US arrived in Pakistan to facilitate the movement of diplomatic personnel, security teams and administrative staff associated with the talks process,” it said.
The FO said that some aircraft and support personnel remained temporarily in Pakistan in “anticipation of subsequent rounds of engagement.”
“Although formal negotiations have not yet resumed, senior-level diplomatic exchanges have continued. In this context, visits by the Iranian foreign minister to Islamabad were facilitated through the existing logistical and administrative arrangements,” it said.
“The Iranian aircraft currently parked in Pakistan arrived during the ceasefire period and bears no linkage whatsoever to any military contingency or preservation arrangement. Assertions suggesting otherwise are speculative, misleading, and entirely detached from the factual context,” the FO said.
“Pakistan has consistently acted as an impartial, constructive, and responsible facilitator in support of dialogue and de-escalation. In line with this role, Pakistan has extended routine logistical and administrative support where required, while maintaining full transparency and regular communication with all relevant parties,” it said.
“Pakistan remains committed to supporting all sincere efforts aimed at promoting dialogue, reducing tensions, and advancing regional and global peace, stability, and security,” it added.
Reacting to the CBS report, US Republican Senator Lindsey Graham called for a complete reevaluation of Pakistan’s role as a mediator to end the US-Iran war that broke out on February 28 and has been put on pause since April 8.
The report comes days after Pakistan confirmed that it received the Iranian proposals for peace, which, as a mediator, it shared with the US side. (PTI)

LG Sinha Launches Two Anti-Drug Programmes For Action Rooted In Family, Community Support

LG Sinha Launches Two Anti-Drug Programmes For Action Rooted In Family, Community Support
LG Sinha Launches Two Anti-Drug Programmes For Action Rooted In Family, Community Support

SRINAGAR, May 12: Jammu and Kashmir LG Manoj Sinha on Tuesday launched two initiatives as part of the ongoing anti-drug campaign in the UT and said addiction victims must be treated with dignity, reconnecting them to society’s mainstream through resolve and compassion.
The remarks came as Sinha led a march in Baramulla and engaged with citizens under the 100-day ‘Nasha Mukt Jammu Kashmir Abhiyan’ launched on April 5.
The two new initiatives — Community Immunisation Programme and Family Fortress Initiative — were launched by the LG, which, he said, will act as two innovative pillars under the campaign for the next 69 days.
Sinha said that just like communities have been taught to vaccinate against bacteria or viruses, the administration will partner with religious leaders and social groups to ensure community immunisation against drugs in five to 10 high-risk hotspot areas in every district.
“I urge schools, mosques, temples, gurdwaras, and NGOs to dedicate one hour weekly to strengthen this initiative through awareness. It will deliver real results, acting like an early warning system monitoring hotspots while building them into fully drug-free zones,” he said.
The LG said the Family Fortress Initiative will rely on the strong family and community bonds for the ultimate shield against drug addiction.
“Over the next 69 days, every school, college, and place of worship in Jammu and Kashmir should host a weekly family dialogue on drugs. These dialogues should be open and honest, paired with local campaign audits to spot and fix gaps,” he said.
Sinha highlighted that in the past 31 days, over 2,35,000 awareness and outreach events have been held across the Union territory. More than 44,000 OPD patients have been treated, nearly 700 drug smugglers and peddlers arrested and stringent action has been taken against the drug supply chain, he said. “Action has targeted every financial transaction of drug cartels, seizing crores in properties built from drug money by major smugglers. Across Jammu and Kashmir divisions, 300 driving licenses and over 400 vehicle registrations linked to drug smugglers have been recommended for cancellation.
“Enforcement agencies have ensured massive drug hauls. We have inspected more than 3,300 drug stores, and 150 licenses have been suspended for violating the norms,” he said.
Sinha further said nearly 3,000 CCTV cameras have now been installed at the drug stores across the Union territory.
“Over two dozen smugglers have been nabbed under the PITNDPS Act. I assure the people that we will chase every rupee, every asset, and shell company of drug traffickers, ensuring the harshest punishment for those who are destroying our youth’s future,” he said.
Fuelled by public support, this people’s movement is setting “historic records” in Jammu and Kashmir, and no past social campaign has seen such massive participation, he said.
“We have received nearly 3,000 calls for Tele-MANAS counselling and support in the past 31 days. I want our response to drugs to be rooted in science. “We don’t shame diabetes patients into health or cure cancer victims through stigma. Likewise, we must treat and rehabilitate addicts with dignity, reconnecting them to society’s mainstream through resolve and compassion,” the LG said.
Government officials and citizens must unite for surveillance, rally against drugs, and foster drug-free villages and towns, he added.

JKBOSE Declares Class 11 Results For Summer Zone

JKBOSE Declares Class 11 Results For Summer Zone
JKBOSE Declares Class 11 Results For Summer Zone

JAMMU, May 12: Jammu and Kashmir Board of School Education on Tuesday declared the Class 11 Annual Regular examination results for the Summer Zone of Jammu Division.

SEE RESULT GAZETTE CLICK HERE….

See Result Click Here…..

Technical Analysis Strategies: Combining Indicators and Patterns

Many traders rely on either indicators or price action, but combining them effectively can lead to more consistent and structured trading decisions. Very few take the time to combine both in a meaningful way. That gap can lead to inconsistent signals, delayed entries, and less reliable decision-making if not managed properly, entries come late, and decision-making becomes less reliable.

In reality, indicators and patterns are not meant to compete with each other. They serve different purposes. When used together, they give a clearer picture of what is happening in the market and why. That is where stronger trading strategies begin to take shape.

What Indicators Really Do?

Indicators are built to simplify price movement. They help identify trends, momentum, and potential turning points. Tools like moving averages or RSI take raw price data and turn it into something easier to interpret.

But there is a limitation that traders often overlook. Indicators are derived from price, so they tend to react to market movement rather than anticipate it. By the time an indicator confirms something, part of the move may already be over.

This does not make indicators useless. It just means they should not be used alone.

Reading the Story Behind Price With Candlestick Patterns

Price patterns, especially candlesticks, offer a different kind of insight. They can offer insight into how buyers and sellers may be interacting within a specific period. Instead of smoothing data like indicators do, they reflect immediate market sentiment.

Take bearish candlestick patterns as an example. When you see a strong rejection at higher levels or a shift in control from buyers to sellers, it can indicate a potential loss of momentum in the trend. It does not promise a reversal, but it tells you something has changed.

That subtle shift is what many traders miss when they depend only on indicators.

Why Combining Both Makes a Difference

When indicators and patterns are used together, they start to complement each other. One gives structure, the other gives context.

Imagine spotting a bearish candlestick pattern near a known resistance zone. On its own, it may not be enough to act on. But if an indicator also shows weakening momentum at the same time, the setup gains additional confluence, though it still requires proper risk management.

This kind of alignment helps filter out noise. Instead of reacting to every signal, you wait for situations where multiple factors point in the same direction. Over time, this leads to more consistent decision making.

Turning Observations Into a Strategy

Not every observation becomes a usable strategy. That transition requires clarity.

You need defined conditions. What exactly are you looking for? When do you enter? When do you exit? Without these answers, even good ideas remain inconsistent.

A simple approach could involve watching for bearish candlestick patterns at key levels and confirming them with an indicator that reflects momentum. The trade is taken only when both conditions appear together.

Keeping rules clear makes it easier to evaluate what is working and what is not.

Testing Ideas With Technical Analysis in Python

At some stage, visual analysis is not enough. You may feel that a setup works, but without testing, it is difficult to know how reliable it really is.

This is where technical analysis in python becomes useful. Instead of relying on memory or selective examples, you can test a strategy across large datasets while keeping in mind that past performance may not fully reflect future market conditions.

You begin to evaluate patterns more objectively, while also being mindful of overfitting and the risks of testing multiple variations. Does the setup hold across different time periods? Does it behave differently in trending versus sideways markets? These insights are hard to get without structured testing.

It also changes how you think. You move from guessing to verifying.

Where Most Traders Go Wrong

A common mistake is trying to do too much. Adding more indicators, more filters, more conditions. It feels safer, but often leads to confusion.

Another issue is assuming that a setup will behave the same way every time. Markets are not fixed. Relationships change, volatility shifts, and conditions evolve.

There is also a tendency to ignore execution. Slippage, costs, and timing all affect outcomes. A strategy that looks clean on a chart may not perform the same way in real trades.

Keeping things simple and realistic usually leads to better results than chasing perfection.

Risk Is Not Optional

No strategy works all the time. Losses are part of the process. What matters is how those losses are handled.

Managing position size, defining risk before entering a trade, and avoiding overexposure are all part of building sustainable trading strategies.

Traders who focus only on entries often struggle. Those who focus on risk tend to last longer.

A Real World Success Story

Ryan Soriano approached trading with a focus on building structure rather than relying on intuition. He worked on developing strategies that could be tested and improved over time, using coding and backtesting as core tools. Instead of depending only on chart patterns, he explored how indicators and data could support better decisions. This process helped him understand how strategies behave across different conditions. Over time, he became more confident in evaluating and refining his approach. His journey shows how consistent practice and structured learning can help traders move beyond guesswork and develop more reliable methods.

Where Structured Learning Can Help

Live classes, expert faculty & placement support. QuantInsti offers the EPAT program, which is built around practical skill development for real trading scenarios. It focuses on helping learners understand markets, build strategies, and apply data-driven thinking in a structured way. Quantra provides a more flexible route through its course library. Some courses are free for beginners starting with algo or quant trading, though not all courses are free. The platform is modular, so learners can choose topics based on their needs and pace. Its learn-by-coding approach encourages hands-on practice rather than passive learning. With per-course pricing and a free starter course available, it offers an accessible way to begin exploring areas like technical analysis using Python and building more structured approaches to trading.